{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f1acd95f",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "393fbb88",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import pearsonr, spearmanr\n",
    "import matplotlib\n",
    "from matplotlib import rc\n",
    "import numpy as np\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "#from fcit import fcit"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cee78e8",
   "metadata": {},
   "source": [
    "# Style definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "80eafdff",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.family'] = 'serif'\n",
    "plt.rcParams['text.usetex'] = True\n",
    "# plt.rcParams['text.usetex'] = False\n",
    "plt.rcParams['font.family'] = 'serif'\n",
    "plt.rcParams['font.serif'] = ['Times New Roman']\n",
    "plt.rcParams['font.size'] = 14\n",
    "plt.rcParams['axes.labelsize'] = 14\n",
    "plt.rcParams['axes.titlesize'] = 14\n",
    "plt.rcParams['xtick.labelsize'] = 12\n",
    "plt.rcParams['ytick.labelsize'] = 12\n",
    "plt.rcParams['legend.fontsize'] = 10\n",
    "plt.rcParams['figure.titlesize'] = 14\n",
    "\n",
    "\n",
    "# params = {'text.usetex' : True,\n",
    "#           'font.size' : 14,\n",
    "#           'legend.fontsize' : 14,\n",
    "#           'font.family' : 'lmodern',\n",
    "#           'text.latex.unicode': True,\n",
    "#           'axes.grid': True,\n",
    "#           'axes.labelweight': 'bold',\n",
    "#          }\n",
    "# plt.rcParams.update(params)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfe0e803",
   "metadata": {},
   "source": [
    "# Load analysis resutls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "733841ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_data(data, lang):\n",
    "    data[\"Delta G\"] = data[\"F1 Male\"] - data[\"F1 Female\"]\n",
    "    data[\"Delta T\"] = data[\"T Male\"] - data[\"T Female\"]\n",
    "    data[\"Delta F\"] = data[\"F Male\"] - data[\"T Female\"]\n",
    "    data[\"Delta lF\"] = np.log(data[\"F Male\"] - data[\"T Female\"])\n",
    "    data[\"Language\"] = lang\n",
    "\n",
    "    \n",
    "    data = data[~data.isin([np.nan, np.inf, -np.inf]).any(1)]\n",
    "    data = data.reindex()\n",
    "    return data[[\"translation\", \"Delta G\", \"Delta T\", \"Delta lF\", \"Language\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7297a62c",
   "metadata": {},
   "outputs": [],
   "source": [
    "rename_dict= {\"F1 Male\": \"F1\", \"F1 Female\": \"F1\",\n",
    "             \"T Male\": \"Tokens\", \"T Female\": \"Tokens\",\n",
    "             \"F Male\": \"Frequency\", \"F Female\": \"Frequency\"}\n",
    "\n",
    "\n",
    "def process_data2(data, lang):\n",
    "    data = data[~data.isin([np.nan, np.inf, -np.inf, 0, None]).any(1)]\n",
    "    data_mp = data[[\"translation\", \"F1 Male\", \"T Male\", \"F Male\"]][data['stereotype'] =='Male']\n",
    "    data_ma = data[[\"translation\", \"F1 Male\", \"T Male\", \"F Male\"]][data['stereotype'] =='Female']\n",
    "    \n",
    "    data_fa = data[[\"translation\", \"F1 Female\", \"T Female\", \"F Female\"]][data['stereotype'] =='Male']\n",
    "    data_fp = data[[\"translation\", \"F1 Female\", \"T Female\", \"F Female\"]][data['stereotype'] =='Female']\n",
    "    \n",
    "    data_mp = data_mp.rename(columns=rename_dict)\n",
    "    data_ma = data_ma.rename(columns=rename_dict)\n",
    "    data_fp = data_fp.rename(columns=rename_dict)\n",
    "    data_fa = data_fa.rename(columns=rename_dict)\n",
    "    \n",
    "    data_mp[\"Gender\"] = \"M pro\"\n",
    "    data_ma[\"Gender\"] = \"M anti\"\n",
    "    data_fp[\"Gender\"] = \"F pro\"\n",
    "    data_fa[\"Gender\"] = \"F anti\"\n",
    "    \n",
    "    \n",
    "    \n",
    "    data = pd.concat([data_mp, data_ma, data_fa, data_fp])\n",
    "    data[\"Language\"] = lang\n",
    "    \n",
    "    data[\"log Frequency\"] = np.log(data[\"Frequency\"])\n",
    "    return data[[\"translation\", \"F1\", \"Tokens\", \"log Frequency\", \"Gender\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0f281da2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_606174/1719798508.py:7: FutureWarning: In a future version of pandas all arguments of DataFrame.any and Series.any will be keyword-only.\n",
      "  data = data[~data.isin([np.nan, np.inf, -np.inf, 0, None]).any(1)]\n",
      "/tmp/ipykernel_606174/1719798508.py:7: FutureWarning: In a future version of pandas all arguments of DataFrame.any and Series.any will be keyword-only.\n",
      "  data = data[~data.isin([np.nan, np.inf, -np.inf, 0, None]).any(1)]\n",
      "/tmp/ipykernel_606174/1719798508.py:7: FutureWarning: In a future version of pandas all arguments of DataFrame.any and Series.any will be keyword-only.\n",
      "  data = data[~data.isin([np.nan, np.inf, -np.inf, 0, None]).any(1)]\n"
     ]
    }
   ],
   "source": [
    "de_data = pd.read_csv('../data/data_analysis_opus100_de.csv')\n",
    "he_data = pd.read_csv('../data/data_analysis_opus100_he.csv')\n",
    "es_data = pd.read_csv('../data/data_analysis_opus100_es.csv')\n",
    "\n",
    "de_data2 =  process_data2(de_data, \"German\")\n",
    "he_data2 =  process_data2(he_data, \"Hebrew\")\n",
    "es_data2 = process_data2(es_data, \"Spanish\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8859d50d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_606174/1719798508.py:7: FutureWarning: In a future version of pandas all arguments of DataFrame.any and Series.any will be keyword-only.\n",
      "  data = data[~data.isin([np.nan, np.inf, -np.inf, 0, None]).any(1)]\n",
      "/tmp/ipykernel_606174/1719798508.py:7: FutureWarning: In a future version of pandas all arguments of DataFrame.any and Series.any will be keyword-only.\n",
      "  data = data[~data.isin([np.nan, np.inf, -np.inf, 0, None]).any(1)]\n",
      "/tmp/ipykernel_606174/1719798508.py:7: FutureWarning: In a future version of pandas all arguments of DataFrame.any and Series.any will be keyword-only.\n",
      "  data = data[~data.isin([np.nan, np.inf, -np.inf, 0, None]).any(1)]\n"
     ]
    }
   ],
   "source": [
    "de_data = pd.read_csv('../data/data_analysis_opus100_de.csv')\n",
    "he_data = pd.read_csv('../data/data_analysis_opus100_he.csv')\n",
    "es_data = pd.read_csv('../data/data_analysis_opus100_es.csv')\n",
    "\n",
    "de_data2 =  process_data2(de_data, \"German\")\n",
    "he_data2 =  process_data2(he_data, \"Hebrew\")\n",
    "es_data2 = process_data2(es_data, \"Spanish\")\n",
    "\n",
    "data = pd.concat([de_data, he_data, es_data])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e444a1ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "default_palette = sns.color_palette(np.array(sns.color_palette(\"Paired\"))[[1,0,5,4]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2f3a2757",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_606174/3591366978.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  spearman_r = de_data2.corr(method='spearman').to_numpy()\n",
      "/tmp/ipykernel_606174/3591366978.py:2: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  spearman_p = de_data2.corr(method=lambda x, y: spearmanr(x, y)[1]).to_numpy()\n",
      "/lnet/work/people/limisiewicz/mt-tokenizer-bias/.virtualenv/lib/python3.10/site-packages/seaborn/axisgrid.py:2095: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 690.742x600 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spearman_r = de_data2.corr(method='spearman').to_numpy()\n",
    "spearman_p = de_data2.corr(method=lambda x, y: spearmanr(x, y)[1]).to_numpy()\n",
    "\n",
    "#plt.figure(figsize=(3.5,3.5))\n",
    "plot1 = sns.pairplot(de_data2, hue=\"Gender\",\n",
    "                     markers=['D','s', 'o', 'p'],\n",
    "                     palette=default_palette,\n",
    "                     plot_kws={'alpha': 0.9},\n",
    "                    size=2)\n",
    "\n",
    "plot1._legend.set_bbox_to_anchor((.25, 0.85))\n",
    "# plt.legend(loc='center right', title='Type')\n",
    "plot1.map\n",
    "axes = plot1.axes\n",
    "for i in range(2):\n",
    "    for j in range(i+1,3):\n",
    "        ax = axes[i][j]\n",
    "        r = spearman_r[i,j]\n",
    "        p = spearman_p[i,j]\n",
    "        ax.annotate(r\"$\\rho$ = {:.2f}\".format(r), xy=(.6, .9), xycoords=ax.transAxes)\n",
    "#         ax.annotate(r\"$p$ = {:.4f}\".format(p), xy=(.7, .8), xycoords=ax.transAxes)\n",
    "plt.tight_layout()\n",
    "plt.savefig(f\"../graphs/pairplot_de.pdf\", dpi=300)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3a13fc0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.00000000e+00, 2.83513817e-04, 1.47999636e-05],\n",
       "       [2.83513817e-04, 1.00000000e+00, 4.68913103e-14],\n",
       "       [1.47999636e-05, 4.68913103e-14, 1.00000000e+00]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spearman_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8b8c11cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_606174/211156499.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  spearman_r = he_data2.corr(method='spearman').to_numpy()\n",
      "/tmp/ipykernel_606174/211156499.py:2: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  spearman_p = he_data2.corr(method=lambda x, y: spearmanr(x, y)[1]).to_numpy()\n",
      "/lnet/work/people/limisiewicz/mt-tokenizer-bias/.virtualenv/lib/python3.10/site-packages/seaborn/axisgrid.py:2095: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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dOpYvX05bWxs1NTVFH3Dd3d1s3769aMowEolw7733EolEaGtrY8uWLQBFezOvWLGClpaW/l1P2traBl2rKkSfydh3xtpHNmzYwObNm9mxY0f/bohnzxj33Wft2rX96ztrampKtqUkTLK9y8tJ9pCdGF95+FW2bD/CN397CQCOo/ngv/2Gv3jHZXzwhvkT2zgxItJ3JreVK1eycuVKWU40CUnfmdyk75SeTJeLsjrSk6K28vQKbcNQNFR5Odg9yJZgQohRk/I8QoyN9J3SkyBTlNWRnhQ1geIF0/WVHg50JSaoRUJMH31rsqResBCjI31nfEiQKcrqWDRFTUVxnYq6Sg+HZSRTiPPW1tZW0i3hhLhQSN8ZH5L4I8rGcTQd8QzVgYFB5uN7OtBao5SUMRJirPq2kBNCjI70nfEhI5mibDoTGfKOHjTITOccIsnz369ZiJFoj6fpSWQnuhlCiHF2MpYmnTv/rVrF2EiQKcqmPZYBIHzWtg61p4raHo1IrUwx/trjaTb87FX+31MHJNAUYho72JXgE/+9g8f3dEigOUEkyBRl0x5PAwODzJpTI5sSZIrx1hdgPrG3k+89d0gCTSGmqYNdCf74/uc53JPiL3/0sgSaE0SCTFE27fEMCgj6XEXHq3wuXKbiuOz6I8bRmQFmHwk0hZh++gLMvoELRyOB5gSRxB9RNh3xDEGfC/OsPcoNpagJeDgWSU9Qy8R0N1iA2ed7zx0C4EM3zCd81nrh8ZTM5snknSHPeywDv1veosXUV87X+tkBZp++QPOv330FN19Uh9dlluT5xPDkHUyUTV+QOZiagJsTMQkyRekNF2D2mYhAM5N3eGzf0G26pbkWf/liXiHGTble60MFmH0k0Cw/mS4XZdOVyFI1RJAZDrg5LmsyxTg4GcvwzP6uomNL5oRoqg0UHfvJS8eIpSemwsGMgBuXIeW7xIWhxmfhK3GAl83b7DjYc861/Y6G/3jqYH9fl+nz8SVBpiib9nh6yCCzOuDmuIxkinFw6YxKvrZ6MS6zEMRdu6CaGxfW8oHlc1hYVwg0K70W//iBJcyt9pe1bS5TcW2thyu7D3Jj2KDaK5NLYvoyFFxd7WZJ4iTX+3LMCpTu9e62TFZe1sAfvumiYe/XXFfBl99/JfWVXiLJLN9/7hAHZce5cSPvaKJsunqzLJpROei5sN9NeywjBdlFyVmmwTXzwnxt9WK+/9xBlsyt5m9+ugu3afB377mCn7x0jD9ZsYhLG6vK+toz0bwxqLCefhwdi2Ht3s2SZcs5Fqrh1YgkIonppcJtsjRo4mndjm4/iaEUl15xJQ2Nc0r2HJVeF+9ZPBOAf3x0z4DzzXUVfGXVVcwO+4kks/y/pw7w3d8c4ofPH+Mf7lzMvJrAgMeI8yMjmaJshpsurw64ydoOPVKQXYwDyzS4clYVb75sBn/7013YjiaVs/n8j17ho29s5uKGyrIGmDqbxX/0MOaj29CxWOGgbaN+8wyzX3+Ra2s9ZWuLEOPN1JprPRncj25Dt58sHNQaXnqRmh3PUJEt3VKpvkDz7BHNoQJMgGORFJ++/3kZ0RwHEmSKssjbDtFUjqB3qCCzcPykTJmLcZDO2TzT1s3f/GQ3FZ7CBI5SCrdlcPcPXuDFo1FsR5evQYaBPnIY03Fwo3FrGzcOlgJ95AimHjoTV4gpxzRQnZ2QHThCr7q7MFJJMjtayb7wIvnjx8/76c4ONIcLMPtIoDk+JMgUZdGdLLy5VPoGX6HRV6BdMsxFqaVzNr/e28nnf/gytta4TIOgz0XQ58IyFOmcwx/fv5MXjkTKFmgqy0LNn4+RSuJEenAiUZyeCCoWxTOjnnZb3prF9GE7mvyMxgHHTQWW20X6iSfouusuOv/gD+j80B+QeeZZdD5/Xs/ZF2h+/h2XnTPA7COBZunJO5koi55EYRq8aoiRzKDfhUJGMkXpvX4y3h9g9nGZBtYZ2dx9gWa5dp3S+Tw6lYJsFgUoVbhh2+iKSpqMDB5L3p7F9OCxDLxVFbirKnBbRv/NsvMQDpN86Gf993U6Ouj6zGfIHzh43s9b6XXx9itmMDvsJ5t3+MmLx4cMMPsci6T43NYXaJfPopKQdzFRFv0jmUNkz1qGQdDv6t/fXIhSmRXy8dYrZxQdu7WpmqtmVhUd+/CNCwgNsWa41Ozjx0n+5CeoxpnFJ5RC5/OoffukELuYNvxuC09lBeaCBRhKFW5ao5NJqAqSe/nl4gdkMqQefrgkz22ZhTDHbRnctqiOT900j4B76PJJLlPxmRUXD9j+WIyNvIuJsujbtm+okUwoTJmfjMu3R1FaNRUePnXrQgBadp3knlvnsTjbjeP18ci8KjY9c5S1tzTxviWzh0xMKzWdTJL8+cO419+DCoULw5hag6FI/PgnWFdeib7uenwSaIop7OydfgLNF8G8BQAYuSzOK6+QeeopcAauQc7t3l34wmWVpg9ox2GmyvDb+jg3v+civvj4UV45ES+6j8tUfHXV1VwzrxqXzCSUhLyDibLoTmYxFPiH+QYZ8rk4EZUgU5ReTYWHT9+2kI9eWYO1/Vmcjk4M4K1z5vCW31tMRW2YymG+AJWa8vvR6QzH/+Ru/G+6leoPfZD0y6/Q9Y1vorNZKle+FZ138MlgipjCMnmHPSeiXBpQdObhiZ4sfcueL3HnCX97E/bevYM+1rVoUekCzEwGfeI4zjPPoPJ5Go8e5UvLFvOTjiq+89xRHC0B5niRv6Qoi55Eliqva9gyMSG/m5NxmS4X46Mq2kXdM7/CHek+NWUH/vZj1Dz7OIFErKxtMWfMwHfHamrvuZvwO96G89iv8FgGjf/wdTxLFpOZO58y5roLMS78dpbLIkdQP3+I+he388YaV/9U9UHtIfCRjwz+QMvC99a3lKQNOpnEad2B8+STcCqZyHRsql/cznud4/zViiYJMMeR/DVFWXQnslScYzeTcMAli63F+MlkMPJ5Ah6LSq9Flc+F12VipNNgl3lrOcui6v/8Dl6PC73rFdAafeIE6pWXqf+rvyBaESxve4QoIa01OhLBePIJePHFwuv75Encv2zhOneaeRUuUjkbtXQZlZ/8BLhPD9kboRDVX/sa1vz5pWmMUujOrgGHTUNRmYzhMo2iAPN4JMXu4zGccpY0m8ZkulyURSSZ669POJSQz01Xbxbb0Ziyj7MoMScUxgHQnH59aXDcLvJuL7lMjkpPmabMMxmcHduxEwnMULiwJk0pHMMg+8QTzHrz22UkU0xdmQz200+juzqLj2ezqMd+xYK3vp2DvZANVBL83d/Fe/vtOCfbweXCbKjHbGxEGSMfAzt77eeZTGXhb2qC53cOPNfUxNLmRjSK3myeXMrhWCxNOmdzPJYm7HdJAt55kr+eKIueZPacQWY44MLWmu5ElrpK2fFElFbacqNC1TgdHUXHVeNstnekubzRQ7ledsrrhbnzsE+0Y6PAOLVWWYOqqqIrr6guT1OEKDnl9aLmzYWzg0xABavoPGNjN8PjwZg/H85j5DKTd3hs38Dn6vOOxgYGG7bQjTN5rK0wymlrTTydJ2cXgtXdHb287ZIGvJaJIYMeYybT5aIsupPZIcsX9ekrGSEZ5mI8pJVBvqkZTKPolpszj5OJCdgrvL5h0MN6/gIOpWUcU0xtxiDF1wGc+U0cLvPr23Z7oSoIhnH6VlGB7Sl8qzw7wITClP+BrgQvH4vK1Pl5kJFMURaRZI551f5h79NXo7AjloGZw95ViFF5/WQcn9uk3R+m4rbihIKOjIPt5NC6zB98Hg+qqur03uWn5OpnEO3JDfEoIaYIrxcqKiESLTqcr28g2n1+u/mMVsblxnPbrZy9BiVherB1bECA2cd2NJ/+/k7+4QNLuGJmUEY0x0CCTFEWkRFMl/fv+iMjmaKE9rTH+aPv7+S/PnItab+fs+sXVHlgeVVhnebh7iRzzvFlqFS014vnxhvQ8TNq9SmFFazglmq37PgjpjTl92Nefz2eM1/fhoFVVcEt4cKs1fm8xs9ch5l3NFfOLE6W01rz8vHCFzhHg6qoHHCNTDw9ZIDZJ5G1+wPNq2aHxtzeC5UEmWLc2U5hKqLiHHUILaOwp7Ts+iNKyWMZVHot8lrz3OGeIe93+0V1uMzyjVT4XBY0NBRuZ3AB3rK1QojxYzY0YI7T6/vMdZiOhsxZgeIb5obPeQ1FYfehwWhdCF7zjsbvtghIAtCYyF9NjLtYKoeGc45kAoT8LtplJFOU0NzqAF9bffWgC//PpICGoK8cTRJCTAKWqQic+lzK5E+XMdP69My612WwcdVVNNdXTEALpz4JMsW4i6QK68sqPEPv9tNHCrKL8TC3OkBHbwalFH6XyXXVLrLAs50Zcnbh42S4jQKEEOU1WFkiQymyZ4xY9uXjaAo79qCh1mexOGSRNwonr2isIu9oepIDk/vyjkYpigLNMwNMl6n4/Nsv429+sosv/tYVLJoxcMpdDE+CTDHuIqc6d2AEI5lhv2wtKUqvraOXCq/FnAoXV3rymE88SoXbze1vuJ7tcU1nqryJCEKI4Q1WlujKmUF+c6iw5OUNc8JFU+SGgmtqvdR3HUc9vZPARQt5+xVXEDNcPL6/a9BSOlfODIIuPDbgMXG07g9sDQWzw34+8dMddCWy/OH3W/nHDyyVQHOUJMgU465vJHMke0OH/G52H4+f835CjFRbRy+ffeAF/vt3r+Lq2HF4+cXCjiSpFNaj27jumuUcqSlUpTzak2RWuDyJPwB2dzf20WPkDx7EqA5jzZuHOXOmjKqKaU87DvaxY+QPHMSJRLAWzMecNQszFOq/T99I5bmSuivcJteFLfwvbEefPFm4fts+jI52QjfcSL3PKvoi6WhwtEZrzU1NNWTzDieiKapmuIil8ySzeWaH/ew5GafrVHmzSDIngeYYSJApxl00WQgyAyOYLg/7XXT2ZnAcLeUiREkYSnHxjEqs/fvJv/RC8UnbhmefYfYbbyarqoZMAhgP+WPHiH7xr8k899zptoZChL/6VdxLFkugKaYtbdtkdz5P92c/W1TCy3PDDQT//M+xGmeQdzSJbB5DKXwuc9hA8/IqC/+zv0ZHi8sl0duLs+0XXHb7W3n8VJDpaEjm8qRzDq1Holw/L8wz+7r4n51Heb09zh+96SIagz4+8V87+gPMPqZSmCNMiB9uFyIoJCReCLsJTf/fUEy4SCqLy1S4R9A7w343eUfTJbv+iBKZXxvgYzc3o/NDj5BnfAEcR9MYKk/ij5PJ0HvfvxYFmABOJEL3Zz5D3X/9J9acOWVpixDlZh85SvdnPoNOJIqOZ556isR//AfqE5/iZDxHOnc6GcfnGnqQ4mDaob6+Ac4OMgEVCtGeKQyJ9gWYqWzhutFTSamxdJb3LJnFD3ce5R8e2UOFxyJ1xnMD1ATc/ONvL2Fh/chGMc+1C9EtzbX43UOenjakEJsYd9FUngqPNaKRmXBAdv0RpTcz5EX7/Lh8XlymUXRz19Zg+Lwj+hJUKvaJEyR/9rNBz+l4nNxrr5WtLQOeP5HAOXYMnUpNWBvE9KMdB6e7C93dTf7woQEBZp/ED/+X468fpPuMUcRkNl8I+s4opu5ozRvmhnnD3DBzqyuwFszHbRn9t/5Pm6ZmDqfsogBTUwg4NZq2jl7mVVcQPxVoLmqoJJ4pXqM92gBTnCZBphh3IynE3qd/a0lJ/hElks3bHOxOkrLc5GfOJmc7RbfM3AX8+niCrO2Ub/u4dBqyQ29laR87Xp52nEE7DjrSg/3YYzi/fBTn6acH7EYkxFjodBrdtg/n4Yexf/EwVkUFFR/+cGF7xzPv50BvNE4sNjAATWbzOGfsyvXS8RgvHYv237q0BW43hirUvuwf1KirI56xiwLMvstoXagq8cdbdhYFmpc0VJI/9V4gAeb5kSBTjLtoKjeizHKAoK+w60+7lDESJXK4O8nXt71O1gH7oovRV15VdMvVNfSPXBzqHnx0pdRURQUqGBzyvOvii8rSjj46k0EfOoT98MPQ0104dvwY9i8exjl+HJ2TbS7F2Oh4HOfZZ3CefRYcB2wb3dqKd+YMqr+yEVVRqD+pHUhk8+SrwoWAcRB9yTqDOZQBY/kbUFddffq2dBk5l2fQALOP7WiMMwLNWOp0oBkOuCTAPE+yJlOMu0gqN+IFzqahCPldnIzJSKYojUgqx6OvtvOl915Jj9uP0bSo6LzjaK6dW5hGt8s0kGnOmEHlBz9I7JvfHHhu3jzMBQvK05A+2QzOM08XEqHOlMngPPsM5so3g+vc1SGEOJs+cRx95EjRMWWZ6KNHMaprMCoqsHt7sbUmnXfwffCDfO9Aho8MsiQ5b2uWzQ5hGYoqrwvrrGygnBXGd9ZnTTaZ5eoZQbqS2UFnKroTWeKZPGGfi65EFq0VBzp7+dxbFlHpdbFQirCfFwkyxbiLJLMjHskEqA64JcgUJVMbcPONOxbTncyy/UhkyPvd2lyLu0zbSirTxPeud6IzGXr/8z/RySQohWf5Gwjesw7rrK34xp3Pj5oxA3306MC2zpsP/vKVdRLTi6qtG3jQNFFVVeiqKuwTJwBwVVYw65Mf5MezF7P7+S5iqRyLaosDvJ5klvnVAQIec8TZ2S7TIJO32fKbQ/zs5RMM9j3SZSrufuslNFS6+cdH93Dn8jnMDvsl+bQEJMgU4y6aytFQNfLdakM+NyckyBQlEk3nefS1k1wys4pIcuC0r1KFZRpHelKERlDLtVTMmhoqPvJhfG97K040ivL5MOvrMaqqytaGPsqyUM0LBw8y58yRckpi7LxeCIUgEik6rOrrMRc2U7flfnQqjREK4tQ3sPBQDPPFbv76J7uKL+My+Ps7ltAY9GKOorxdMpvnP546wLJ5hb3MH3r5RNF5l6n44rsuZ+uOI9x+ST1Xz65iYX0FFV4Jj0pB/opi3I1mTSYUMsyP9CTHsUXiQnLFzCAfWD6X9miaNy+q50Bnon80wzQUC2r8dPRmmR320VA58i9DpaAsC2vu3LI+51BUMFhIxHDOqO3n9aF8sp+7GDvl86GamtGtO4qOGwsXYlQFMaqK1ya/YUGYr7z/aj73gxewT01v9wWYi+eERhVgAtRVevnzd1zG3/1014BAsy/AfHDnUW66qI79nb288+pZ3LqoftiSSSPhsQxuaa4d9vyFQIJMMa601sRSeQLnmtbQmmTOxlCK6oCbHQe7y9NAMe0ZhmLJnDA7D/fwL7/cw62L6vnM/c/jdZn88+8s5W9/sos/efOisgeYZ9JaT/xooc+HsWJl0bpM5XbLVLk4b8acOehwuOhYX8LPmbTWuC2zKNB0mWrMAWafhqqBgea23Sf7A8ybL67jSHeC2y5pKEmACeB3WxdEHcxzkSBTjKt0ziFrO8Pu9pO3HV46HqPn1PaTqXyenmShEK+3BJ1diL5AE+D7zx3iG3cuodJr8Z9PH+BP3ryIS2aUf4q6j04kcA4exJg5E4LBCQs2lcuFqhtk/ZwQ50lVVAwaVPbRWkM0inPsKMa8+bgDgf5A0+c2zyvA7HN2oPmeJbPY/Hgbt1xcx/FoqqQBpjhNgkwxrqKpvi0lh3ipac1Lx2PE0jkWVPuwncL+0QAnoinm10pmnyiNMwPNf/v1flJZm8+99ZIJCzC140Asiv3U09DTjf3SSxjXXwczGgsjiEJcAHQmg25vx3n6KcjlsPcfwLzhBlzBINcuqMYw1HkHmH3ODDQf3HmU31k+l90nYtxycT03X1wnAeY4kCBTjKu+IHOoYuzHYml6UjkW1vipPJV0cXF9BQ8BO49GJcgUJdUfaN5Y+OIzYQFmNos+fgznmWcgf2p3kXwO54knUE3NGFddhQoEJqRtQpSLTiRwXn4JvXfv6YORHuyHf45x3XVYjTNRVmkzvPsCzddOxLhqdohbFtVRU+GRAHOcXBgrT8WEGW4k03E0bd0Jwj5Xf4AJMDdcWAO242APedsZ8DghzodhKJbODU/oFDlKofftOx1gnkHvbxv0uBDTjm0X+sFgx/fuHbAjUKk0VHm56aI6Qn43s8N+CTDHkQSZYlz1B5nugZ24vTdNNq+ZcVYtMq/LxO826ezNsKezPDuwiAuH1hpiMXQ8PmFtUC4Xqnnh4Cfr6kAyusWFwOdDDVETVjUvRJ3aAEAnEuhIpLDEpEQmPNHuAiFBphhXw02XH4mmqfSYgyb3VAfcZPMOr3XEi/arFeJ86GwWfaywXaL9SAtORzv67F1uykSFQoUinWcxmhfKmkxxQRjyy5ZSqOpqtOOgu7uxH30U++c/Qx84gM7IlsNTiQSZYlxFUzk8loFlFr/UUtk8sXSemiFqPIR8LhLpPKmcw+FIqhxNFdOcTiRwXnwB51e/hGwWEgmcbdtwXnsNnZqA15jPB3X1xceUQtXUlL8tQkwQFQ4P/LJVU4O2LPSB/di/eBhiUbBtnKefwnnuN+je3olprBg1SfwR4yqayg06inmiN4OhIDjEDivhgJtjkRQhn4u9nb3MC0utPnF+nH370K+9VnxQa/TOVnRFBarMRdGV24153XUD1196J65epxBl5/Nhvu3txcdME51K4Tz99IC764MHcZSBcd11KFPWUk52EmSKcRUbYrefjniGoNeFMURpipqAm9ZDPcys8rDrZC+9mfyQGepCjIRqbES/9OLg5yZgK0cAVVk5Ic8rxGSh3G4YbHlIPA6WNWgSnJo3TwLMKWLcpsu/+tWvjtelxRQSTeUGJP2kcza9WZvgMHvDVgfcJDI2XtPANBT7uyUBSJwf5fcPPkpYUyOJNkJMNn4/aubMgccNY8K+FIrRG7cgc99gZQnEBSeayuI/awSyK5kFoGqYILOmopBx3h7PUBdwc6A7WcgKFmKsfL5Bp8SN5oUoT2lr8Qkhzo8yTVRT88DjM2bIVqdTyIjnH++5554Rp/xHIhG2bNnCt771rTE3TEwPPckclWcFk12JLBVuE3OYGmg1gcL0yfFomitmBzkRz9Cdyg2ZKCTEuSjDwFi0CB2uLj4+RAkVIcTEUsEgxrXXFR+rqUFZsnRqqhjxv1RTUxP33HMPTU1N57xvJBIhEomcT7vENBFN5ZgRPD1FqbWmJ5mlrmL4kaNKr4XbNDgWSXHTRbW4TMXhnqQEmeK8qKogqio40c0QQoyAqqhALRyinqyYEkYcZK5Zs4bW1la+/e1vj+j+H/vYx8bcKDF9RM9K/Imn89gaqs6RxKOUorbCzdGeFIZS1AXcHIqkuHpmUIroijGzOzvJ791H6pFHUG433pUrsebPwwyFJrppQogSsDs6yO/bR6rlEZTXi+/NKzHnzsMMyZfLiTBuY84hedO+4GmtiaWLSxj1pLIYCvyD7AB0tpoKN0dP1cisC3g4FssQSeUIy2imGIP8yZNE/+qLZJ59tv9Y4nvfw/++91H5iY9jVlcP82ghxGRnnzhBz198geyO7f3HEt/9LoHf/m0qPvoRzHB4Alt3YRpV4s+6detGfN/169ePujFieknnHHK2LhrJ7EnlqHCbIxqNrK3wcLg7CUDY78IyFEeiUphdjE3mV48VBZh9kg8+SP7s+plCiCknta2lKMDsk/je98jv2TMBLRKjCjIXLFgw4vsGgzI0faE7e99yrfWpkkYjG0Cvr/RyPJom7zgYSlHjd8vuP2JM7K4uElu2DHk+cf8D6Gy2jC0SQpSS3dFBYusDQ55PPLAVPUjNTTG+RhVkHjhwgEcffZR//dd/5cCBA+PUJDFd9AeZp0YyezOF9ZgjLapeV+kh72hORgt71dYG3ETTeXoz8kYhRkfn8ziJoWutOrEoOpcrY4uEEKWkbRvdO0wfj8fQtl3GFgkYRZBpmiarV68mEomwevVq5s+fP47NGj3JZp98IqnCyFBfkBlNF4JDv2tkOzU0VBUy0A+eKsReE3ChgKMyZS5GyQiF8F577ZDnvbfdihEIlK9BQoiSMkIh3MuXD3ned9ubMKQebtmNOPEnGAzyyCOPUDWOlfY3b97c//+RSIS777572Pu3tLSwcuXK/p+bmprYtm3biMosifHXN5LZN3IZSWUJuM0ht5I8Wzjgxm0aHOxKckMzWIZB2O/iaCzNonrZjk+MnOHxEPg//4dUSws6VfwlxaitxXvLLRPUMiFEKRheL5V/8CEyjz+OTqeLzzU04Lnh+glq2YVtxEHmNddcUxRgPvLIIwOSN970pjeNuSGbN28uCiy3bt3KunXr2LBhw5CPiUQi7NixAyhks0twObmcni4vjFxG0/lhd/k5m6EUDVUe9neengKp8bvZ25UgZzu4zHHbsEpMQ1ZzEzX/eh/xf/4WmWefAcPAt2IlFR/5MNYgOwEJIaYWq7mZmvs2E/+XbxWS/CwL38o3U/GRP8CaM2eim3dBGlUx9rN/bmtrY/Xq1dx5552jyjwfzIYNG9i2bVv/z6tWreKuu+4aNsjsa4eUS5qcoskcXpeBZRhk8zaZvEPFCEoXnWlG0EtbR2//z7UBN3s6E5yIp5kTkq3FxMgp08R96aWEv/wlnJ4eMAyMmhqMwfYzF0JMOcqycF9+OeENX8aJREApjNpamSafQCMeCgqfVV9qwYIF3H777dxxxx18+ctfHrBG89FHHx1xIyKRCG1tbQMC2UgkQmtr64ivIyaXaOp0jczRrsfsMzPkY19Hon/fcp/LJOA2ORpNn+ORQgzOqKjAmjMHa9YsCTCFmIaMigqs2bMLfVwCzAk14pHMoRJrwuHwoOWKtm3bNuLp87a2tkGPh0Ih2traWLp06ZCP3bJlC9Wniig/99xzQ458ZjIZMplM/8+xWGxEbRNjFzkjyIylc1iGGvUU9+yQj2TW5ng0zcyQDyhMmR+LpdFay+4/ZSB9R4ixkb4jLnQjDjLb2to4ePBg/4hSn0gkMuB4JBKhpaWFe++9d0TX7u7uHvR4dXX1kOegMFXe1NTUH4R2d3ezdu1aNm3aNOC+9957L1/84hdH1B5RGmfWxIyl8wTOKMKuHRu6e6A3DrYNXh/U1KDOGlmaXV2YEt99PHY6yDy1xWR3MkdNQHb/GW/Sd4QYG+k74kKn9NlR4xAMwxh01Giw0aS+Y/YIa1L1ZYmf3ZTm5mbWrVvHmjVrRnSdtrY2mpub6enpGbBOc7BvlHPmzCEajY5rxvyF7Pf/77OkcjZ/suJiHtvXSX2FhxlVXnRXF3r/fsjnwO0B04B0GrRG1dXBvPko6/T3nz//n5d419Uz+eRtCwFwtObJ/d1cWl/JFY3ybzfepO8IMTbSd8SFblSJPyNN7tFa85WvfGXEjageYs/g7u7uIc8Npm9N52BT7B6PB4+szSirSCpHTcBDMmdja/C7DfSB/egTJ6CyElU/DzynRiJtDdEedHs7RGNw6aUoX2Hkcl5NgJeORPuvayhFtd/N0VhKgswykL4jxNhI3xEXuhEHmStWrOCuu+4a8YWHWmc5mL7gMBKJFI1ARiKRIcsSRSIRFixYwI4dO4oeLyaPSDLHvGo/sXShlJHv0EF0dydqxgwIV8OZA+CmgupqVEUF+tBh9Csvw2WXo/x+muoC/PTF40Vli2r8Lna395LO2XhHmUwkhBBCiPE34iyMc5USOtv69etHfN++GpeDrb8cLunnmmuuKQpC+wLb4R4jyqcvuzyWzuN28pjdXahZs6H6rADzTG43av58MC30rl3odIaL6yvJ5B1ePnp6NLPGXxgBPR6TLHMxtWmt0b29sne6uODoVAo9zHavYuobcZA5WAZ5Ke+/bt06tm7d2v/z5s2biwLbtra2oh2BQqFQ0W4/UFhkPdpgWIwPx9HE0zkCHotYJI4/lUDNnAnBEUxvWyZq7jxQCv3abmYF3VR6LJ7a19V/F7dlUOWxOCZBppjCdDaLPnYU+2cP4bz8knzgiguC1hodjWI/+QT2r36J7u5GO85EN0uMgxEn/pTDxo0bCYVCRCIRurq6igLGvqBz3759Ax4DsG/fPpYtWzbiJKFYLEYwGJQF2OMkmspx9V//gj9aXE2mqooZdor66orRXSSdQR/YjwqF+a8uD4e6k/zg49f3J5q1dSU4GkvzvitnYkgpo7KRvlMaOpHA2b0b/dqrpw+GQpjX3wChEMqQHa2mG+k7p75YdXTgPPVr6Bu9N02MN1yLmjULJWtYp5VJFWSWk3T28XWgM8GtX/sVf9KQJn7p5TR7odI1hgtFY+ijR3g9OJNvtnbxL/9nKcvmFTYG6Elm+YdH97L7aJTZYT9feu+VzK2WXYDGm/Sd86fTaZwnn0SfPDHwpGlivu3tqFHOBonJT/oOOEcO4zz22KDnjGXLMC65tMwtEuNJviqLcdHTdWr9ZLAK0PhHvmV5sWAVhMJcFD3OrKCHbz+2D/vUVPwX//cVfv7iccIBN3va43zw335DOjeyslniwqZ7e9HJ5MQ1wOOB2prBz7lcYEoym5ielD8w9MlwoZqM1hodi6HTshxqqpMgU5Sczmbp/vUzhf+vr8ejFOZ5zGarhhkot5tV1TleOhpl7X/u4AObn+GFI1FWLZ/DLZfU89k3L+JgV4Lv/eZQiX4LMR1p28bp6MBu2Yb92K/QkciErAVTSqFmzxn83Nx54JcReTFNeb1QWTnwuMuFCgROrVM+hv3wz3GefQYdl12SpjIJMkVJacfBfqSFSLzwDTRvufCf76CMqVCzZnKRkeZjlwdxtGbRjEr+7O2Xsnh2kETWpq7Cw3VNNfy/pw8MKOovBBQyWZ09e3C2/QISCejuxn745+jDh9FnFMwuF+XzFXa6Ovv4vHmyHlNMW8rvRy0YWJpQzZ6DNgycF1/E+dUvIZtFHzmC/YttOCdPonO5CWitOF9jncQUYgDtOIU3h6NHicy8DHdHlAwGNaWY+fMVtp28vKuDK669GuUvfDjnT41CdSaz3Laonr97aDcvHoly9ZxQCZ5UTCfOvr3oF14oPpjP4zz5BMbNt6DmDD6yOG78foyrrkK3nzx9zDBQMooppjlj9mycWLTomLroIvTOVvSBA8V3TqdwHmnBfOvbCuXvxJQiQaYoCe04OI8/ht63D7V0KdFDioArjgZ8JRqUUbV16Hgc3bYXLr8SpcAyDCrcJl29WS5vrKLSY9Gy+6QEmWIAVVfPUGPcqmKUlQ9KQCmFuugiuOiisj+3EBNJhcOYN75xwHEnGh0YZAKYFrjHkjkqJprMyYjzpm0b59FH0Hv3ohYvQTXOJJLO4zu1E4+vVDkMpirsFtTbC+3t/YcrvRbdqSwKuHJ2kF+93lGiJxTTifL7C0k1ZwuFCuvEhBATStXWDn581izwyQj/VCRBpjgvOpXC/ulP0AcPopYuK7wZAN2pPB6XgVdxXkk/A1QEUMEg+tDB/jU6Qa8LRxf2Sr9iZpCXj0aJpmT9jjiL3z9oso1qai6sjxRCTCyvtz/D/EyqqQklFRemJJkuF2Omuzqxf/ELyOVQ112PCof7z/WkbSzLPP+kn8HUN0B8Lxw9AvMX4LUM3KaiM5nl0sYqNNB6sIfbLqkfhycXU5UyTYxLFuF4PaAUnEoQM2bOnOCWCSEAlNeLsXgx+sTxoj6qBstGF1OCBJliTJy9e3EefwwqKlBvuHbASFB3KoflcpduqvxMLgtVW4s+cRIaZqB8Pqo8Ljp7M1w0z0/I56L1kASZYiBVXYMRCkM0CqaJukALYgsxWRkzZ6IrKsC2IRiUSgtTnASZYlS01jjbt6Of31mYGr/yqkGnMbpTNo1+Y3xGMgHCNdATKUzTX3IJVT6LzmSWVN6hua6CnYcj4/TEYipzEgn0saM4zzwDpoV50xuhrh5D1mQKMeF0Lofu6sL59ZOQy2EsXw6zZqNG0D/tzk7s48dxIhGMmlrMGQ2Yko0+4STIFCOmHQfnicfRr7+OuuQSaGru30f8bJF0ngUus2SZ5QOYClVfhz56FB2LUVlRiVLQ2ZulqS7Aw6+cQGs9ZPvEhceJRLB/8xucXbvgVJ658+CDWG+4FueKKzBkSk6ICaOTSZy9e9Avv9w/Te488wxqzhyMJUuHnTLPte2n5557yO/d23/MvXgxoS/+FVa5S5OJIjIOLUZEa43z+OPoPXtQixejmhcOGcCl8w4ZW1PlMTHGM8arCoLHiz58CKUUlW6LjkSGBbUBYuk8R3pS4/jkYqrRe/fg7HoFzixkpDX5Z59Bnzw55OOEEONP9/SgX3qpP8DsP374MM6ePUNusmF3dg4IMAGyzz9P9N4v48Rkx6CJJEGmGBFnx3b0ntdRV1+NmjV72Pt2p/IAVLnH+eWlQNXXQzwOsShBn0U0nWdOuLA+9JXj8uYiCpxoFMccYuJGKZx0Gp3Pl7dRQoh+qrIShlh/qWbPHnJQwz5+YkCA2Sfz7LPYJ06UrI1i9CTIFOfk7N+P3rkTdckl5wwwATpPlQ+q8Zah5ERFBXh96MOHqPIUgoi81gR9LnZLkClO0ek0uYOHIBAYcE7NaCTz/PNkkhMz8q0dBx2LTcjWlkJMGj4fqr6h8P+Oc3pE0+MZdhcsp6dn0ONag3Y0uVgvPcnsgFsyK18qy0HWZIph6USikEU+YwY0NY/oMQfjhc5bMy6p5WdRoOrq0IcP4Uom8FkGXcksc6v9EmSKfsrvJ7tnL77LL0W/9lrxyfp6Ui/twmO6KHf6j85k0MeO4Tz7DGrOXIyrr56Q3YeEmGjK5UItbEYfPQLZbGFU0+VCzZkLwwSZRm3NkOcyDvS6fTy1r3PAuVuaa/G7S9J0MQwJMsWQtNbYTz4BSqGuvGrESTRHEqeCTE+ZiudWVBTWZh49QnDWAjoSWWaHfbxyTIJMUWBUVuK+5eZC2aKzgjjb0ahbbsVW5Z3Y0b1xnOdfQB88UPj5wH7sjnaMN74RFa6W4tPigqITCXC5MJYtO31QGajGxkI5oyGm0s0ZM3BfvZjsC88POOd7020c8wUhPU6NFuckQeYFJLevjeQPf0j2mWfJHz0KWmPObMS9dCm+t74V99IlRYGkPngQDh0q7OTjHvlXvuOJPJah8LrK9KGtQNXWoI8epWqWzQkHaivcHO5Oksra+NzyYS3Avuhiko/+isQ//RNOPA6AWV9H4O672e2t4YoytkWn09hPPQUdZ22Bmkjg/OIXmG9/R2G7SyEuADqXK6z7P3JkYDD5wvOYb33roDsBAZjV1YT++q+I3vtlMs88UzhoGHhvvY30mo9zUALMCSVB5gUgf/Qo0b/+G1I/+SkqEMB1+WW4r7oKDIXd3k7ye9+j91++hevyy6n67J/gXbkSHAfnmaehrq4wVT4KJxJ5Kso1itmnMghWO77247gCDSiPhQb2dvRy5axgedsiJqW8x8fLV17Hwn+5An+kG0yTZFWInUYFvZnyrs9SXi+qsRF9dpAJ4PMNvse6ENOUcrlQM2ehDx8ujFqeyeUCa/j+YM2ZQ/jL92KfOIHT24tRVUWmpo4njyQYPCddlIsEmdNc8kf/S8/n7kZ5PFR8bC2em24aMCqpbYfcSy+S+tH/0vUHH8Fz880EP/IHGPE4asnSUdWaTNqaaDpPZblHDw1Q1dXo9naqwo1E0oW3ltdPxiXIFP0iGZvt+KBiVuFADmBiEgCMmbOwX3xxwHE1f/6wa9CEmI5Ube3gx2fNHlF/MKqqMM7Ywas3mUWTKFn7xNhIkDlNaa2J//03iH3t63huvIHAXWswAoN3VGUauBcvxnX11eRaW+n9znfouGstVb/3fwiMskB1Vw4SmTyV5R7JBAiHoKOdqmScLsNPTYWbPe295W+HECPh9Ray3RPFH4RqzhzZREBceLxeCIfhrGxx1dQk65OnMAkypyGtNdG/+xK93/o2/t/+AL73vndEH1pKKdzLlhH0+0n8+78T/c6/ke3qJvS5z454TWZnTpPI5Gkct/0kh2GaEAxR0X4Mo3EhNQEPe07Gy98OIUbC78dYuhTd1XX6mDJQPhnFFBce5fViLFmKPnG8+HilVFuYyiTInIbi//TP9H7r2wT+4EP43v720T1YO3DsCBXvfTeZkx0kvn8/+T17qP7qVzCHmM44U2cWEukcleGJqQ2hqqsxIj1UKodKrykjmWLSUkqh5s6DufMmuilCTApGYyM0Nk50M0QJSZA5zSR/9L/EvrwB/x2rRx9gAvrYcUil4aJFeBdehDVrJvFvb6bjgx+i5utfw7Vo0ZCPzWtNTx7iGbv8azL7eD3g81MV78HvcXHkUIR0zsbrkumWC53HMrileegvSh5L9qYQYrqQ/j45yF95Gsm+/Ao9f/KneG56I75Vq0Z/Aa1x2togGESdWr9pzZ9P8J67UT4/nR9dQ+qxx4Z8eFcO0jmbTN6haiLWZJ6iqsNU9XQS8rtwNBzoksXfAvxui7DfPeTN75bv3EJMF9LfJwcJMqcJJx6na80azJmNVKz92NgSB6IRiEZQM4qnK4xQiOCffgbXZZfR87l1xP/9P9B6YGGIjiykTm3VNSGJP30qqrAMxSxf4W+wV6bMxSnaccgfPUr2hRfIvvQy+Umwr7HOZLA7u3B65XUqpi+tNXZPD/YQ20CO+DrZLPkDB8k+/zzZXbuxz1zTLCYdCeWniZ71f47T0UFowwaUZ2zrIZ39+09l+IUGnFNuNxUf/TCpH/+E+D/9M7m9ewn9+Z9heE9vxNee1XAqyJzIkUxMBcEgDekoPpfJ65L8IwAnkSD9q18R+9rXcSIRoLBbSPDzn8fzhuUoq7xvhzqfJ79vH4nv3U/2xRcwwmECv/e7uK++GjMcLmtbhBhP+SNHSLc8QvKhh0Ap/O96J97bbsOaNWtU17G7u0k+sJXef/93dLpQZd1qbib013+N+9JLxqPp4jzJSOY0kPzRj0j9z/8Q+OhHMUdZOL1fNos+fhxVXz/kKKgyDPzv/i0qPvph0o/+ks4Pf5T84cNAYT1mVw7yuRwAVd6J/f6iQiGCiShBv4uXZXtJAeR27ybyF3/ZH2AC2CdO0P2Zz5Bvayt7e7IvvkTHhz+C3d2F5/rrMWfPJvo3f0vvd/4NJyavWTGxdC6H3dXVvzvWWOWPHKHrU39I7JvfJL93L/k9e4h9/e/p/qNPF3aeG4V0yyPEN23qDzAB8vv20f2pT/V/FonJRYLMKc4+eZKe9X+O54Yb8N5005ivo48cBq2hrv6c9/Vccw3Buz+LE43S8bu/T/Khn9GZ1ThAJlPYUjJQri0lh+L14Ha7qPWZ7GmXkcwLndPbS+93/u/gJ3M5kj/6X/TZO42MI7urm9777yf0Z+tBa1IP/YzcK69Q8cEPgtLkjx8/90WEGAfatsnt3Uv0a1+na80auv/4j0m1PDKmaWmtNemWR7APHRpwLr9/P5knnhzxtfInThD/zncGPef09JB96eVRt0+MP5kun8K01vSsW49SisBHP3I+F8I5dAhVXY1yj2w7O2v2bILr15H43v1EvvBXHMq5cV93C/FUjiqPOSmKSatgmMbuOK9Gc2TzNm5LMswvVDqRIDfMaGVu9250Oo0KBMrSHicaxXvttXT/8WcgnSkc3AvZZ39D4Hd+B/v4CRimkoMQ4yX36qt0rf0YOpnsP5bd+Tz+97yHyj/6Q8xQaMTXciKRwhT5EJI//jG+t70VIziCXdnSaZzBtmHta/eu3fD2t424baI8ZCRzCkv9749Jb9tG4KMfwRjlzjxFIj3Q2wv15x7FPJPh81H54Q9RcddH6Wyci/+FVk6+tp+ge5K8rIJVzDOy5G3NziPRiW6NmEDK68Ucpv6eNXceyuMpX4O0pnfT5tMB5hkS3/0uhs87yIOEGF9ONErs698oCjD7JH/4Q+wjR0Z/0eEGHJQa/vyZ3G6MYQJcq2nB6NolymKSRANitJyeHiJ/8Ze4r7sWz7XXnt+1Dh8CjwdG8m1yEHr5G0jMayaU7uVkew/+Y4dJ/fIx7PYOGJiEPoILgpNKYXd2Yx89Tv7wUfJHj2F3dqMz2ZFfxzSYGywEDtsPdo+hIWK6MIJBKj/84SFOGvhXv7+siT86myX3+utDns+9vqdsbRGij9PTQ3Zn65DnM089ParrmeEw/ne9c8jz/ve8u2i/8WGvNWMGgd/+7UHPKb8f99Klo2qbKA+ZLp+iIn/7JXQ6TcVQH5wjlc+jjx6DxsYxT3Gf9FaB1tQ3z6HnZJxZ6Qi5XS+Q3dmKUVmFNWc2Zl0dqiqI8nlRlom2HchmcVIpdLwXJx7HiUYLt1gMnKHXxxmBCsyZs7CaFuBa2DxsNn24LoTLOMmu4zHyjsYyJn4aX0wM99VXUfmpTxH/9rchX6iCoPx+gn/2Z1hNTWVti3JZGBUVONFoYS30mef8fpRrZMtWhCg5pQa8JovOjZL3TW8i+cMfDUiuc128CM8NN468WYaB/z3vxj5yhORPftLfRqO6mvCGDVhz54y6bWL8SZA5BWWefZbk979P4K6PYpxnqRN94jjYNmoECT9DOe4LUpVL4dIOnXnFlY21+K96B/bJduwTx8mfOEH2tdfBzg/6eOX2FD5Y/X7Mujqs+fNQPh+G1wcuCwyj8IaSzeEkEziRKE5HB6k9r5N6xMJ96aV43rAcIzjwG7FRUUGD+yQnYxmOx9LMCfnG/HuKqc0IBgn8zm/jve027CNHUC4Lc+ZMzJkzy16+yKipwXXlFeRefgWdTqNzWTAMDJ8fXC4ZlRETwqipwb10Gdkd2wc977nh+lFf05o5k+p/+AaZJ54k+eMfF0oYvfvdeG68AWvm6LaQNOvqqPrsnxL43d/FPnYMFQhgzmzEPI9BEjG+JMicYnQ2S8+69VgXX4x3xYrzvp5z6FBhhx/v2Naj5ZVBu6eKOckuUramNw9BlwLDwGycgdl4qqSSdtCZXOHD1HYK34hdFobbDaP4gDeogbmn2p5MYh84SO71PWRfeQX34sV4r7+ueGRTQWPARXtPgoNdvRJkXuAMrxdjwXxcC+ZPaDvMcJjg3XfT9YlPgGmitP/U+jSo+NCHTvcbIcrIqKyk6jOfLiT+JIp3SvOvWoU5a/aYrmvNmoX1gTvxve2toNSIp8iHaqNRWYnrooVjvoYoHwkyp5j45vvI79tHaMOXUcZ5LqlNJqC7G7Vw7J31hLcKxzCozfRyMl2Yvgi7B/lGqQyU1zPmYHYwht+PcdmluC6+iNyevWRffIH866/je+tbiqZOGqv9vNwW5Wg0Rc52cJmyFFlMPNcVl1P77/9O4gc/ILuzFbOmlsD/+R1cl19+fol8QpwH1yWXUPvv/4/U//yQ9G+exQyGCPzO7+C66krM0NjW7fcZURa5mFYkyJxC8ocPE//7b+B929uw5s8/7+s5h4+AaUJ1zZivccQfpiKXxuvkac8UgsyQq8zTFpaF69JLMOfOJfvccyS2/gDv9dfhufY6MGBGyEfKjtKTsjkaTTO/2l/e9gkxCGVZuC5aSPCzf4oTj6M8Hgy/vDbFxFKGgaupCevTf0QgHke53RhlKu0lph8Z0pkitNZEPv+XqEAA/513lOCCDvrIIaitRY1xZC9jmJz0VlGXKexOcjKtUUBognIWjIAf7y034b7sMtJPP0Pixz9GZ3PMrCxMn/d2dHGgXUoZiclFWRZmOCwBpphU+l+XEmCK8yBB5hSRfvhh0i0tBD70QQzf+a8r1J1dkEqj6urGfI3D/mpAUZfuBeBk2iHoYmIzuJWB6/LL8N54A/mDB0k8sJWwyuE2FbHOKCeSedK58u3sIoQQQlyoJMicApzeXiJ//he4ly7BfZ41Mfvow4fA54OKirE9HtgfqKUm04tLF4K2Exk9+HrMCWDOnInvlltwIlHSWx6g0W/SnnIAzcHuxDkfL4QQQojzI0HmFBD76tewe3oIfOQjpSnTkM2iT5xA1deP+XonvFUkXF4aU5H+Y8dSmupJEmQCGNVhvLfdgk5nqG0/QluvTU1vhLaTMmUuhBBCjDcJMie57Asv0Pud/4t/9SrMUW77OBR95HCh7mTt2KbKNfBa1Qyqskmq8un+48dTDjWTKMiEQrkLz6230piJsT+apabnJBFb0ZMcxc5BQgghhBg1CTInMZ3L0fOnn8OaNw/fO95RootqnEOHUNXVKPfYMnSO+sJE3AHmJk9v1ZixNZ1ZqJ1kQSYUEoLmXd5MTpmc/OFDuHMZ9slophBCCDGuJMicxOL/8i1yr71Gxdq1pduRpLsLenuhoWFMD88qk5dCs6hJxwnmUv3Hj52qkVnrmXxBJsDscCFZap/2EtrxDAd6kuQdZ4JbJSaKE4/jJJMT3QwhxBhoxyn04XT63HcWE0rqZE5Sud27if39N/D91m9hNZduX2Xn4MFCws8YdlzQQGv1PGxlsCDRWXTucLIQsNVN0iDTbylq3HDwimu54Zmf037tTRw43sPCWWOvESqmnvyRo2SefJLkz3+GMk38738/7mXXYDWUZimKEGJ85fcfIPmzn5F56qnCVrEf+ACuyy/DrK6e6KaJQUiQOQnpbJbuT38Gc8YM/HesLt2F0yn08eOoefNGnfDjAM+H53LCW8WlsWN4nOJ9yA8lNT4TKifxK2qOz+C1vIfwG6+n8vXd7D5RRVPtUgxP6XYhEpNX/sgRuj71h9iHDvUfy+58Hveyawj/7V9jjnF0f6yS2TyZ/NCj6R7LwO+exB1KTEuT+XWZe/11Otd+DB09vdwp8/TT+FevpvLjHz/vHYlE6ck72CQU+/rfk3v1VUJf+juUq3SVzZ0DB9GGQXrGTLIuL7YyUGhcjo3HzuPSNmeHnhro9FTwSnAmUZefi+Inqc4OnGY8mHRo8KjSZL+Pkzl+xbaTNiyZQ+OBo7y+6HLa7v0qzX9xD8o0J7p5YhxpxyH5k58WBZh9sju2k33hRXxvXlnWNmXyDo/t6xzy/C3NtfjdZWyQEEze16XTmyD2j/9UFGD2ST7wAP53vlOCzElIgsxJJv3U08T/6Z/xf+BOrKbSTJOnMTiqvByfdSk9V95K3ho8cDUdB6+dxevkMB0H2zCIW16ypotALsOVkSNU5gdfA3Mg4dDgnbwBJsA8v0HasTmQ0DTVBDkU7WFf/Xyq191D+CsbJ3WALM6P09VF6qGHhjyfePAHeG6+CcPrLWOrhBAj5XR3kXn66SHPpx9/HPeVV5SxRWIkJMicROyuLro/9Slcl1+G793vOe/rxZTFa1YVR00/oAlaeWYmevCTx+PkMbRGA3nDIGdYZAyLrGGRM0zyhomhHerTMUK5FFW51IBRzv52a82BhOZtMyZ3Htlcv8IAXok5NDdWMKvzCPuuu5nOf/8Wxhe+SPCLX5BAc5rSWoM9zE5PtlMo6yWEmJy0Hr6PDte/xYSRIHOS0Pk83Z/4FDqTpeIP/3DM+4kDZDDY5QpywAzgwWFBLk7tzmdweVwwa/bAB5xn3zya0mQcmOmb3EGmx1TM9ileitj81kyLep3mcCbF8XV/hf8P/wDl81J1zzoJNKchs7oa38qV9P7Hf2DOmYPryivBsclu34HT2Yn/Xe8qyXatQojxYVRX41m2jMz27f3HrAXzcV12OTqfw/Om2yawdWIoEmROEtF7v0zmqaeo+ovPn1eW3FHDx/PuMA6KJruXGXYKdfI4OpWEWQtL2OLTXo8XFonP9k3+4GxBhcHOSKG9RmWQWcf2s3/BZTR98o+I/9M3wTSp+txnJdCcZpRl4X/fezHnzsU+coT044+jLBeBO+7ACAZxL79mopsohBiGUVlJ5af/iOyateByUfWJj5M/eozMk09iVFTgHD+O3dCAWTe2TUbE+JAgcxJIfO/79H57E4EPfQj3FWNbU5JH8YIrxCGrgho7TXO+FzcOOA7O4SOoUBDGKYv61ZhDrRsC1uQPzC6qUDzWoTmacpjlM5jhJDmWSdF269u4MtpN/B++CbYtI5rTkWmS+I//JLd7NzqTASD7/PN4b7kZ7y03T1izarwmVTpPxrRoTzvkHZm2F5OXApxUCmwbo6KirM/tuuQSav/fv2GfbCfy+c+TP3gI5fOh3C6yL72E5+abCf35n0mgOYlIkDnBUi2P0LPuHrwrV+J9+9vGdI24snjWXUNCWSzMxWhw0v3rJ/Wxo5C3oW786gC+HLWZ65/cU+V9LqowMBVs77aZNcvAqAoy5/Be9l50Fc3vWUXANIj/0z/j9PYS+pu/RhlT4/cSw9OOQ+qnPyN/6CDK70f5vIACQ5F57jmyL72E7/bby9ompTU3GnGc//0Z+R07MOrqaFq9mmN1c2jLyutOTC4KuMKdw/r143T/4AfodBr/m9+M5+absGYPsgxrPNpgmlgLFpB66Gc4kQhGMAjG6cGAzOOPk3vf+yTInEQkyJxA6V8/RdeatbiXLiXwkQ+PaeTsmOFlh7sGl3a4OtdDQJ+xwDKdRh89CtXV4B6fmhNpW/Nar+a9s6ZGCSCvqVgQUDzVZfPuWS5QinrL5kS0m+e9lbzpne9E+Xz0br4Pp7OT6m/8PUrW6k15TlcXyZ/+uPCDAlRxEJf8wYN4bryxrNnl3rY9JD/+CXQiUWjjbsg8/hjzPv4xmlbdgWFJoCnKz2MZ3NJcO/B4tIfkl79C9PHH6fuoir74IuZ3v0vNv/wz1ty5ZWmf09VF8mc/gyEGAJIP/g+eG64v3S554rzIu9gEST/2GF2//0Fcl1xC5R9/etR1GjWw26riWU8dQSc7MMDUGmf/fjBM1Dh+q3sx4mDrwjT0VHF5lcH2bodkvjAtqSoqaDq2j7jbxx7lx3v77VT+6Z+Q2tZC++o7sdvbJ7jF4nxprQsj+kOdz2bLml1uRyLEv/IVSCZQiqJbYvNmPF0dUohdTAi/2yLsdw+4Gfv2kH3idIDZxz52jMSWreh8fvALllihLw/9XDpf3r4shidB5gRIPvg/dP7+h3BdfhlVd38ONcpRxiwGT7tredWqYl6+l0vyMSyKO5Vub4dID6qxEc4jU/1cnu62CbugYZJuJzmYq4MmOQ1Pdp4OOiqDAWYd3stud5ge5cLzhjcQ/KsvYB88yMm3vo3Mc89NYIvF+TKrq/He9qYhz5c7u9zp7CL38stDnHTI7txZtrYIcS7atkn+zw+HPJ/6+c+wO4Yu4F5KZnU13ltvHfK8/13vKukmJuL8SJBZRjqfJ/qle+n+wz/Cc9MbqfzsZ0cdYHYrN7/0NNBleLg8F2WOnRxYvzKRQB/YD+EwVFWWrP1nc7TmiQ6by6qMKZUkU+NRNAcUDx0/49uwy8XcbJxAb4RnjRAZDFwLFxL68r0Y1dV0vH81sb//BjqXm7iGizFTlkVg1fswagdOA7qaF5Y/u1wPvW0fFD7UhZhMhntNFs6VZ/RQud0Efud3MEKhAedcl16K6+qry9IOMTISZJZJfv9+Ot63ivi3vo3/93+Pio9/fFRrRhzgNauSxz31mDgsznYT1tmBd8xkcF7dDR43qmFG6X6BQbwYcWjPaJaGp8Z6zDNdX2PSGnE4kDj9YW8EK1l0bC954GkjSB6FEQ4T/MIX8L33vcS+/ve0v+NdZJ9/fsLaLcbOmj+f2vs2U/G7v4fZ2Ig5Zw6Vn/oU4W98HWvmzLK2xaiuxmpuHvK8e8ni8jVGiHNQpon/ne8Y8rzv1lvPq/TeaLmaFlDznX8l8Nu/XejL8+ZR9ek/IvyVjVgzxvdzT4yO0vrCXLwQi8UIBoNEo1GqqqrG7XmcVIreb28i9o//hBEKUfmpT+K65JJRXSOiXOx0h4koN7PtJHPtxODfDtJpnF27QDuo+fNhnKcM/uLlNLtjmj+7xDWlRjIB8o7mb3dnWRo2+cLlZ5R2cjTx7givXLSEYD7N9TqK+9Q39NzevfRu2ox98CD+Ve+n6k//BGvOnAn6DSZOufrOeNH5PHZ3N8owMGpqJuy1m3luO12f/OSA9WX+Vauo+tQnMabg31YMbyr3nfyJE0TW3UP2pZeKjhuhEDX/eh+uEm2DPBqTpS+LoUmQOU6d3entJfH9+4n/y7/gdHXje/vb8a9ehRpF9moKk1ddVRwwA/i1zcJ8jCo9xILnWBTntdfBUKh588E9vgHmnrjDR7enuWO2xQ21U28kE+DpLpvvH87zzcUeFp85Gms7xCIxdjddhUfbXOtECVL4u2vbJt3SQnLrD9C9vfjf914qPvIR3FdcPkG/RflN5Q/KyUTncuT27KX3P/6D3EsvYYTDVPz+7+FetgyzpmaimyfGwVTvO/njx8n88lckfvADdCaD99bb8L//vbgWLJjopolJSoLMEnZ2ncuR+c1zpH70I5I//BE6lcJz0xvxr1qFOcIhfE1h5HK/VcFhM4CBZo6doNFODT56mcuiDx9BnzwBgQBq1mxwjW9WatrWfKI1TSIPn1vkwpyi3x4drfmnvTmiOc23l3mp9xpnniTZE+W12ReT8leyMNXFxUa2UOAe0Ok06W0tpB56CKezE9cVV+B/77vxveUtWNP8DXeqf1BONk4qhY7Hwe3BDAUnujliHE2XvmN3dYHjYITDUipIDEuCzDF2dq01TlcXuVdfI/fSS2See47MU0+j43GM+no8N92Ed8XtmIMkGpwti6LH8NBheDhu+ug1XHi0TaOdYoadGpA5juOgo1Ho6kJ3dYJShTJF1dUMqC9RYp0Zh7/elWVXzOHTC13MniJF2IcSzWm+sSeLpRSfv9RdPKIJOPEERyw/R2c1oYDZvd3MsvLUGA4WGm3bZFtbyTz2GNmdz0M2izlnNp7rrsO9ZAmuyy7DddHCQRepT1XT5YNSiHKTviMuNBdskBmNRgmFQhw+fHjQzq5zObLf/R7O63vQiV50LI6ORNCdneiOjoEX9PsxL70E86qrMBbMhzNyvpNuH8dqZmIbFnnLImu5yVpuUm4fOVdxdrkvnaA63k1lMoZCQzqNEe8F2wY7j8oWZzdrrxf8PnSZdqb5o31eDmYM3hHOMd87fIbsVBHNK+7vdJHTimavzVcWZDDPitXzeYeOGXPpmVG8BjMQj1CTjHDx0dcLSVe7dmHv2o3z+uuD1mpTDQ2o6mpUKISqqsSYMwfPXR9FDfOBU1lZOanWGp2r7wgxWUjfEWJsStV3Ltgg88iRI8wZJmnjcsvFz+sbSvJcL3/hq/Qsv7Ek15poX3voVTp7MxPdjHGjgL9+/5VYo6wteu3vvRN3T9eYnvPj3V38JJ0a8vxkG/U4V98RYrKQviPE2JSq71ywQabjOBw7dmzSfdMdiVgsxpw5c+Tb8Bmm899ksr1Gx9J3pvO/TynI32do5/O3mQ59ZyLJ67K8JtPfu1Sv0Qt2xa5hGMyePXuim3FeqqqqJvyFONnI32T8nU/fkX+f4cnfZ2jT4W8zVT93psPffiqZTn/vqZ21IYQQQgghJiUJMoUQQgghRMlJkDkFeTwevvCFL+DxeM595wuE/E0mN/n3GZ78fYYmf5uJI3/78pqOf+8LNvFHCCGEEEKMHxnJFEIIIYQQJSdBphBCCCGEKDkJMoUQQgghRMlJkCmEEEIIIUpOgkwhhBBCCFFyEmQKIYQQQoiSkyBTCCGEEEKUnASZQgghhBCi5CTIFEIIIYQQJSdBphBCCCGEKDkJMoUQQgghRMlJkCmEEEIIIUpOgkwhhBBCCFFyEmQKIYQQQoiSkyBTCCGEEEKUnASZQgghhBCi5CTIFEIIIYQQJSdBphBCCCGEKLkLNsjUWhOLxdBaT3RThJhSpO8IMTbSd8SF5oINMuPxOMFgkHg8PtFNEWJKkb4jxNhI3xEXmgs2yBRCCCGEEONHgkxRVtpx0On0RDdDCCFEmelsFp3LTXQzRBlZE92AsYpEImzZsgWAffv20dbWxn333UcoFJrYhokh6UwGffwYuq0NY9k1UFWFUmqimyWEEGKc6UQCZ/cuME2MRYtQ/sBEN2nKa2trY8OGDTQ3NwMQCoVYs2bNsI/ZuHEj+/btY9myZVRXVw84v2rVKgBaW1vZtGkTzc3NdHV10dzcfM5rD0bpKboCee3ataxbt46mpqb+n9va2ti2bduIHh+LxQgGg0SjUaqqqsazqQLQvXGcF15AHzhQOOB2Y9xwI6quDuV2T2jbxOhI3xFibC7EvqMdByIR7F8/CbFY4WA4jHn9DRAMogyZUB2LtrY2li1bxv79+/sH19atW0dNTQ133333kI9bu3YtmzdvHvTc0qVL2bFjB62traxevZodO3b0X3vt2rU0NzcPe+3BTNl/3ba2NrZu3dr/c3NzM9u3b5/AFomh6HgMu6XldIAJkM3i/OqXOLt3y/SJEEJMU/rEcexfPHw6wATo6cF++OfokycnrmFT3IYNG1izZk3R7O369etZt27dOR+rtR5w27BhAw888AAAq1evZtWqVUXX7hvYG60pO11+9ojlc889x4oVK4a8fyaTIZPJ9P8cO/MFL8aXBlKpwc/l82BN2ZfhBWG69h2ttSzXEONquvadUVEKbHvgcdsunBNjsmXLFjZs2FB0rC8obGlpGTIeWrly5YBjra2thEIhmpqaiEQitLW19U/B91m6dOk5rz2YKTuSeaatW7cSiUS47777hrzPvffeSzAY7L/NmTOnjC28wPl8qPqGQU+puXPlg36Sm259x9Gapw90c/8LR9l5NCI1C8W4mW59ZyxURSWY5sATLhcqMLnXZW7cuJHNmzezbt06WlpaJro5/SKRCJFIpH+54JlCoRCtra1DPrZvzeWZNm3a1L/esru7G2DQ9ZrAsNcezJQOMiORCJs3b6atrY3Vq1cPm/Szfv16otFo/+3w4cPla+gFTrlcqIULB57welF+f/kbJEZluvWdtq4EB3qS1Ac8vNrey9GYVDsQ42O69Z0x8flQM2cNOKxmzYZJ/P6/bNkyVq1axZo1a9iwYQOrV68mEolMdLOAwnLBoVRXV9PV1TXia61bt65oRLQvcO0LNvv0/e779u0bRUun8HQ5FGdSbd68mXA4XLQI9kwejwePx1PmFoo+KhSCigo4Y9RIzZsPPt+EtUmMzHTqO1prdp2M01Dh4bKGCjK2w64TcWYH5XUoSm869Z2xUpaFWrgQ3V0c+KjmZtRgI5yTwOrVq1m7dm3RSGF1dTUtLS2DjgT26UtAHqm1a9cOe72xGmkw3NbWRiQSGRAz3X333Wzbtq0om3ysI7lTMsiMRCLce++9rF+/vv+Ps2LFCiKRyDlfBGKCBAKYK99cfMwwJLNQlFVHb5ZE1mZRXQVKKWYHvbx8Ik4snaPK65ro5gkxLanaWsw3v6X44CRdi9+XVNyXBHPm8bNH9862adOm8Wxav+Fmbc/VxjNt2LBh0DWafSO3W7duZdWqVbS0tPQ/59lrNc9lSn7Ct7W1sXHjxqI/Zl/kLnUyJydlWSi/v/jm9U50s8QF5nA0hccyCHoLH3A1fjemUhyODJGYJoQ4b8rtHvj+P0lL123atGlAYkvf6OQ111xT1rYsW7YMpVTRrbW1tX+95GAjloONTA5ly5Yt/Qk9Z3vggQdYunQpW7dupampqf9vMtT9hzI5v0qcw9KlS7n77ruLhrLvv/9+li5dOqqsJyHEheV4LE2N392fbGYairDPxYl4mstnXBh1C4UQQ2tpaeHOO+8ccCwUCp0zwCr1dPmOHTuGPBcKhYYctRxsdPJsLS0tQyYP9Wlqauo/3/c3GG2MNSWDTCgsqN64cWP/z5FIhEceeWQCWySEmMySOZt4Js/cUPH6y7Dfxd6uBHlHYxlS6UCIC1lra+uASjWbNm0atnrNmfcrlzvuuGNAEk5fgDuSQHC4YHjt2rV0d3cXLRnYtGkT69evH3U7p2yQGQqFRl15Xghx4ersLdQrDPmK116GfC60hu5klvqKCztJQ4gLWV9yS1tbW/+o5caNG7nmmmsmXa7HunXrWLlyZVFm+KZNm4oC3UgkwurVq9mwYcOAUdhzZYmfORraN+o5lphrygaZQggxGp2JLF7LwGMVL0WvcJuYhqKzNyNBphAXsG3btrFixQpCoRBbt26lu7ubUChU1hHKkWpqauKBBx5g3bp1LF++nLa2Nmpqaooywru7u9m+ffug0+rNzc1DTpVv2LCBdevWFe3wM9Itu882ZfcuP18X4h6yQpTCVO07215vx1BwxSBrL1uPRqlwm9zUVDsBLRMXiqnady4UK1euZOXKlTJLWkJTMrtcCCFGw9GanlSOSs/gkzdVHovuZK7MrRJCTCaj3TJRnJsEmUKIaa83k8d29JBBZoXHIpmzyeSdMrdMCDEZ9G2XONoSPWJ4EmQKIaa9SKowSlkxRJBZ6TFP3S9btjYJISaPtra2ovWMojQk8UcIMe1FUjk8poHbHPx7tc9lYqjC/RoqZZMAIS40q1atmnQZ5NOBjGQKIaa9aDpHwD30PsmGUvjdJtF0voytEkKI6U2CTCHEtBdN5/EPE2QCBFwWkbQk/wghRKlIkCmEmNZsR9ObyRNwD786KOA2iaVzXKBV3YQQouQkyBRCTGu9mTwazjmS6Xeb5GwtGeZCCFEiEmQKIaa1WKawzjLgOsd0+akgtO/+Qgghzo8EmUKIaS2eyWEZCpephr2f71QQGpN1mUIIURISZAohprV4Oo/fZaLU8EGmoRQ+l0FcRjKFEKIkJMgUQkxr8Uy+f5TyXHwuk7iUMRJCiJKQIFMIMa0VgsyRvdX5XaaMZAohRIlIkCmEmLbytkM674xqJLM3m5cyRkIIUQISZAohpq3erA0URihHwucycTQkc/Z4NksIIS4IEmQKIaat3mxh6ts7wiCzLxjtlSlzIYQ4bxJkCiGmrd5MHlOB+xzli/p4T63d7BsBFUIIMXYSZAohpq3eTB7vCMoX9TGUwmsZMpIphBAlIEGmEGLaSmTz+KyRTZX38bpMCTKFEKIEJMgUQkxbvRm7fwp8pHyW0b+WUwghxNhJkCmEmJa01iSyNt4xjGQmMrImUwghzpcEmUKIaSmTd7C1HnEh9j4+l0HGdsjZzji1TAghLgwSZAohpqXEqQzxUY9knrp/QjLMhRDivEiQKYSYlhL9NTJHP5J55uOFEEKMjQSZQohpKZG1MZXCMkZWvqiP2zRQyEimEEKcLwkyhRDTUiKbx+syRlwjs49SCp/LlJFMIYQ4TxJkCiGmpbFklvfxWIaMZAohxHmSIFMIMS0lsnm81tje4rwu2fVHCCHOlwSZQohpKZmz8Yw1yLRMkjKSKYQQ58Wa6AYIIUSp5WyHnK0HzSzX+TyJ//4umee2477qSio++EGUx110H69VqJWZdxwsQ76LCyHEWMi7pxBi2kkOUyOz9zv/l9TPfo7Z2Ej6V48R/+d/Ruvi+3hdUitTCCHOlwSZQohpp79G5lnT5bnXXifd0oL3rW/B/55343/3b5F5+mmyra1F9+t7nASZQggxdmUNMh999NH+G0AsFmP9+vW85S1v4atf/Wo5myKEmMaSuUJw6D4ryExs3YpR34B72TIArMsvx5o3n+QDDxSNZvat5UxKGSMhhBizsgaZW7ZsobW1laamJgCWLVtGa2sr3/72t1myZIkEmkKIkkhmbbyWgXFGjUz75Elyzz+P5/rrUafWWSql8Nx4A/l9+7D37eu/r6EUXiljJIQQ56WsiT/Lli3jrrvuAuCRRx6hra2Nbdu2MX/+fBYsWEBbW1s5myOEmKYSg2SWZ554EuXx4rri8qLj5sKFGMEgqUcfpXJhc/9xCTKFEOL8lHUks6ampv//t23bRlNTE/Pnz+8/NtqdOYQQYjDJbH5AkJn+9a+xLr4Y5XIVHVeGgeuKK8g+/TQ6fzqo9FimTJcLIcR5KGuQ2d3d3f//W7duZcWKFUXnI5FIOZsjhJimzt7txz5xEvvIEVyXXTro/a3LL8fp7SX32mv9x7wuGckUQojzUdYgMxwO87GPfYw3v/nNdHd3s2HDBqAwdf6Wt7yFUChUzuYIIaYhrTWps6bLM62tYFpYTc2DPsacMQOjqorsc8/1H/NaBqmcjXN2fSMhhBAjUtY1me9///tZunQpra2tPPDAA1RVVbFz504ikQhr1qwpZ1OEENNUJu/g6OLyRdkXXsCaN3dA0fU+yjAwmxeSff554INAYbpcA6mcTcAt+1YIIcRolf2dc8GCBSxYsKD/5yVLlrBkyZJyN0MIMU31lS/qG8nUeZv8y6/guemmYR/nWthMcmcrdmcXZm1Nf5CazEqQKYQQYzGpirF//OMfn+gmCCGmuLN3+8m3taGzGcwF84d9nHUqCTH3yiuFx7ukILsQQpyPsn89f/DBB3nujHVPfSKRCFu2bOFb3/pWuZskhJhGkjkbpcBlFqpV5HbtQrndmI2Nwz5OBQIYM2aQe+klvLfcjGUYWIYimZMMcyGEGIuyBpn33HMPmzdv5pprrhmQ5COZ5UKIUkhk83gto78kWu7VVzFnz0aZA/cxP5s1dx7ZXbv7f5ZamUIIMXZlH8k8s4zR2e65554ytkQIMR0lszaeU1PlWkP+tddxLVs6osda8+aR/c2z2F3dmDXVeKVWphBCjFlZ12QuX7582PPr168vU0uEENNV8ozyRc6JEzi9cazZs0f0WGvuXADyp+pleqRWphBCjFnZE39isdiQ5x544IEytkQIMR0lszZes/DWlt+7FwBz1qwRPVZVVmBUV/cXZZfpciGEGLuyTpc3NTWxbt06QqHQoKOamzZt4qMf/Wg5mySEmEb6C7GfygzP7d2HUV2N8vtHfA1z1ixyr70OFDLU844mm3dwW5OqGIcQQkx6ZQ0yb7/9diKRCKFQiE2bNg04H41Gy9kcIcQ0k847aE4XYs/v24s5c+aormHOnkP6Fw+js9n+6yRyedzW4IXchRBCDK7sI5nbt28f8vzHPvaxMrZGCDHd9NXI9Fgm2nHI7z+A55abR3UNc/YssG3yBw/hPbVxRDJrE/aVvLlCCDGtlXX+57777hv2/Nq1a8vUEiHEdHTmbj/2sWOFIuwjXI/Zx2yYAaZFfu9e3KaBQgqyCyHEWJQ1yFyyZAkHDhzgYx/7GMuXL+fRRx8F4JFHHuHBBx+U7SWFEOclmc1jKHAZinzbfgDMGTNGdQ1lmZgzZpDfsxelFF6XQULKGAkhxKiVNcjcuXMnS5cW6tWtWbOmvwD77bffzpIlS3jwwQfL2RwhxDSTzNl4LROlFPn9+wtJP17vqK9jzpxJbu8eoDD1npSRTCGEGLWyrsncvHlzUTH2M4PKBQsW0NLSUs7mCCGmmUIh9lNJP/sPYDY0jOk65qyZZJ/7DTqZPFXGSEYyhRBitMo6ktk3ijmUvm3ghBBiLBKngkytIX/gQGF95Rj0ZaTn9h+QWplCCDFGZQ0yzy5RpLUu+nm4zPPBbNy4kY0bN7J69WrWrVt33u0TQkxtyVwej2XgdHejE70Yo1yP2ceorQWXm/y+fXhdJum8g+3ocz9QCCFEv7JOly9ZsoTly5fzZ3/2ZyxZsoSenh4OHDhAa2sr69atG9WOP+vWrWPDhg39P69evZrVq1dfkLsGOdEo+ePHyb72Ovj9WM0LydbWY1vF/7wey8CTTGAfOUxu96sotxtr/nyM2ppCcoRhQCwGSqGqqgY8j87lIB4Hr3fExa11Lge9cfAUHmO3t5M/fAT78GHMGQ2Yc+eSq60nazv4M0mMbJZM2/7CNOWll6A9HpK+SuwzvpB4LAO/2yKZzZPJOwD47SxmNkva6yenjKL7iQuDozXpnIPXMsjvPQCAOWNs0+XKMDAbZxSCzBVvAQrrPSs98noS01sym0dHIhgnTpDfuxcjHMKYv4BsXT3KcfB0tuPs3YvOpHEtWoTZ2IhRWTnktZxcDl8qgZO3Sbe2YgZDeBY24fh8GNkspFJkdu/GffHFKI8H7XZjOA7a7abX5cM5dS15P5+ayl6Mfd26dXzkIx8pGtUMhUJs3ryZxYsXj+g6kUiElpaW/sLuUNj3fNmyZbS1tdHU1DQOrZ+c7I4OYv/wTVIPPYTWkMk7KI+Hyi/8JXsuXsLJ7Ong7C21BtGvf53kDx6EXA4A5fVS9fk/x3vzTZiWhfP0U2CaGDe+EVVTg3K5ANDJJM7ePeiXX4bqaszrrodgcNglDjqZxNm3D/3SixCuxli2jMiGDWR++av++xh1dYQ3fRvLtNBPPE4+GsF9083oqkpyW7eigkH8K1bwXMriZLKwLu6W5lr87sLvuvNID0sqDfLbnyXX3Q1XXkl8xhxe6M7xxqYa/FI/+4KRztloCok69qFDKK8PFQyO+XrmjEZy+9rwuUwAEtm8BJli2lPt7UT+9u9I//qp08cCAao33Es+kyH++c+j8rn+c/73vY/Kj38Ms6ZmwLXMdBrj9dewW7ejKyrxLl+O7u7G2dmK2bwQe8d2dCKB56ab0SdOgNuNMg2c559HV1QQuOlmXkwZHIpl+9/3xdRS9n3SVq1aRXd3N8899xzf/va3+cUvfkFXVxfvf//7R3WdtrY22tra+n/uCyzPPHYhSP3iF6QeeqjomM5kiP3FX7IwfTrJKuS1yP3sZ6R+9L/9ASYAloUVDqEOH8J+9NHCuXQa55EWnFdewUkm0ZEI9mOPoV96CbSGri7shx9GHz6MzmQGtElrXXjM44+hX3yh8JjODvI//B8q3/c+AqtXFe7oclG15i7UntdxP9qC7uzA8HjQzzyDOn4c1623ouNxnJ/8hKuT7VwVLn6H8Th5lhsJXI9uQ3d1FZ7nxRepaX2WN9ZY5X9xiwnVVyPTaxnkDx7EqK8/r3Xe5qyZOCdP4MmmAamVKaY/ncuR/t53iwJMAJ1I0PvZz+LujRd/fgDJBx8k/cQTxffXGt3Tg/HkYxgvvoBOpTHSKXjq11g1NRgLFmD/8lGIxTBME/3Ur1G2jQoGcVpb0bkcqrcX/dBPuSrdxY0No68QISaHsn4Ox2Kx/v9funQpd911F7fffnv/sZGWMAqFQvT09BQlEvUFl0ONYmYyGWKxWNFtqrNPnqT3v/57iJM2zqOPEPYVRiLn2QkS//lf6HS66G7WvHmYPh/Orl1gF2fQ6ldehlgM+9lnoLur+Pr5HM4Tj0MqOfC5s1ns3zwLXacfox0HnUyin/sNvlP/5kY4jKuhAf3KK2DbYFqFQNHOo/fugUQvKhRCp5KYO7ZTl09hGaeDBnc2jXryiQFverqzE8/O53A5xcfF2EyVvnN6tx+D/IGDmPX153U9s7ERAPvAQTyWQSIjGeZidKZK3+ljnzxJ6oc/GnDcUBQGDg4f7u8XZ0r8x39id3aePpDJYD/zDHR1oVNJcJ16b89kcZ58AmWd+lkpdDYLhoF+dTe6ox2CQdC6sNRKg378McJa3sunqrIGmatXrx72/L333jvma2/atIkVK1YMGWTee++9BIPB/tucOXPG/FyThc7ncbq6hj5/+DAu89T6RO0U7ntWslVu1y60xwOOM+AcgPL7MebPH/wJKivBM/AbpvJ4Bj6m79rBINlduwFw2ttx+o47DuTzhXWhfUJhdHt74bGmScrtJX9G8kXecqOGWAtkz51PznQN3m4xKlOl7ySyNqZSmI6NfeI4RsMwQabjoDs70YcOoU8ch1x2wF36k3/a2iTDXIzJVOk7fXQmi04OHDhQALaNfbIdIzRwCYrd0VEIFvvu7/Wi5s0DTeG9PZsrvLdrB0KhwswT9Aeafe/xKlwNp4JVZZrg2OD3kzFkmcpUVdYgs6WlhRdeeGHA8UcffZTq6mpaW1vHdN3W1lZaWlqGTfpZv3490Wi0/3b48OExPddkovx+rObmIc8by5aRPFXfL25YWBctLA7iALQmt2cvhEIDz4WrC2tk6gdPnlBNzSjf4Bs6q7qzPuCVAhRq5ixS237Rfzjz/POo+nowC3tN4ziF+1ZUoPu+9RsGqrGRo9niqc+sy4Oev2DQ589V1yDJwKUxVfpOMmfjdRk4x46DbWMO8bqlN47zfCt6z+vo9pPoAwdwdrSijx4t+qLVn/zT1obXMumVWplilKZK3+mjAv5Ba8tqAJcLa2Ez9okTA867Ll6EUVFRdMyYMaPwXm5ZhUoyTiGgVHPmouO9p5/TNNH5PAQCxQGuYYDjoObPZ39WFj9NVWX9l6uqquJLX/pS/5RBLBbjjjvuYOXKlaxZs2bM20quW7eOHTt29CcBDcbj8VBVVVV0m+rMcJiqT35i0HNGKISz9Bp6T42+HNBeKj75qUGzwlOPP46xoKnwzfHMazQ3F3ZL8XqhauC3V2OQaZN+Xm9h2uMUZZoonxcqK8m9+trp5255BDV3HtowCgu+M5lC4tGcudinlkAov5/sgmaOJYunTGytyTcMbIMRCtFpmwOOi7GZKn2nrxC7feqD3KyvG3ineAznlVfAtFALF6Iuvhi1aBFUV6MPHUTv21sYbTnFnFHIMPfJ1pJiDKZK3+ljzZhBYM1dA447Gsz5C8Dvx+mJFJ9UisqPrcE4+3fz+dBVlYWBCAU6mwHDhKoqVN9n9akRTGwbNXs2ujfef83+L3zzFtAWSZX09xTlU9Yx6AMHDhAMBvnKV76CUoq7776blStX0t3dTXCMWaBr165l06ZNwwaY05l78WJCf/M3xL7xDezOwhSE54rL8ay7h1ZVCRSCzFTORl+9mNC9f0fsK18rfBBrjXvxYip+//cxFi2CxuKagqqmtvBfnw/z+utPvwEAKAOGKWNUeMwN6PjpNUiG45Br7yiUqUinwbJwX3YZxqWXkqxrwMupxeKhYP+6HOPSS1H+AAl/JbnkwCnNbixqb3gj+ozAgKoqDscdBgkxxDSWyObxugzyhw5hVAUHjrLnsjivvgZeH2ruXDi1lATTRM1oAK8XffRI4ecFhWU3ZuNMsr95Do+2SeUKtTJNQzaNENOXcdPNVH72T0nc96840SgohWf5Nbg/+1ny2RyuRYvIv14YKDDq6wn+6Z/guvzyAddRPh/G9TeSiURw53M4PT2Y9fU4FAYozNtuQ9tOYabKzqNqaguJeg0NoAwcQGlNxuvH6ZEgc6oqa5DZF0h+7nOf44477mDjxo189rOf7T//4IMP8r73vW/E19u8eTPr1q0ryiyPRCLn3FloOjEqKvC9/W24ly4h29lNrwNd3ir22y6yueI1ZDmfn9C7341n+XLsjg5QBkZlBWZdXaHOWXX1kM+jamtRtbWjapuqqUGdVdbCPXsOtd/7Lrq3F+X3Y86YQVSbPJXPYhmK2bUV1GV7cU50kaufw14zwPyaCl48Fh30OV7qyWIZxcGu7naK1m6KC0MyZxPyucgfPowxyCim07YP0KjZs08HmGcKBVGOgz5+DPwBVEMD5sxGQOPuaAdXiGQ2T6VX1vqK6SsbqGT39StpesP1uHrj4PHQ7q3iYM7AdCtu/odv4o52o/N5jOpqrGE2PIhXBHmqI4/HMplXGyCYSqAdTUx7OKTCLK51QWcHAQ0qGiVpuulxVXDUcfcn8mWOS4A5lY1rkPn8888PeW79+vV8+ctf5oUXXugPPjdt2jTiIHPr1q1EIpH+UkaRSIRt27YVFWi/UCilsBobydbU4co7zAAG6/Yeyyjcd9YsrFmzyt1MAJTbjWvevOJ2ZfPcsOB0MOroGpQGE7gCcJsGNzedDnD79qb2WAY3Nw8d+PbdT0x/tqPJ5J1CZvnBQ7gWFq9V1j090N2Dmj2nkOk6lOowpFPo/ftRlRUYdXVguTAPHYDmxfRmbQkyxbTmsQyunB0Gwv3HZp+6ASjLwNUwsgEHj2Vww4IaHK1xdOFzXgGhUzfLNHACAZy+9+q8Q/EzF19LTD3jGmQuXboUpdSA7SPPdGayzkhr2kUikSEz1Tdt2jS6Rk4jfrc1JYvVjrXdU/X3FaXXVyPTo22cjnaMG64/fVI76IMHwB+AqsGrEZxJNcxAJ1M4e/ZiXHkl5owGrNdfRTUvluQfMe2V8n11tNeS9/PpZ1y/GqxYsYLu7m4cxxnRbaQF2UOhUKHY6yA3IcSFp6+KgqujHSisFeuju7shlUI11J+qcnAOpoGaNQtSSfTRo5iNM8nv3YvXZdArtTKFEGLExjXIXLdu3agSetauXTuOrRFCTFd9NSzNI4cK/609tSZT60JpokBg2ES1AXxeqKkpBJm1NdjHjuM1lNTKFEKIURjXIPPM3XzO9OCDD3LnnXeyfPly7rzzTr7zne8Me38hhBhOMmvjNhX68GGMcBjlKcy76XgMEolRJ60BqNo6cLswcnlA40n2Eh+HkUztOORee438wYMlv7YQQkyksq+kveOOO/joRz+K1poFCxagteZzn/scb3nLW8rdFCHENJHI5fFaJvlDhzDrTmeW6+MnCrtSBQKjv6hpoBpnFmbYLReuznZ6M/mSLMvRWuMcPkTm/vs5ecONnHzTCk7c8EY6fu+DOJHIeV9fCCEmg7KWMPrqV7/KnXfeyZYtWwacu++++/jqV79aVNJICCFGIpHpK8R+BNcllxQO5rLQ043q23lkLAJ+VE01ZmUlrgNt5BvmkbUdPNbYi/3rjg7sJx7H3rePrn/9N3C7qXjnO9DRKMmnnqLjd36X+h8+iHJLFoQQYmor60hmMBgcMrnnrrvuksQdIcSYJHI2Hhycrs7+Gpm6vQNQRTtPjYVqaMAIBbFeehFgzFPmWmucl1/G/tEP0ZkskYdbwOMheM86PO98B57fehcVb3sLuZdeIvalL59Xm4UQYjIoa5B5rhJF4fBg1bGEEGJoWmuS2Tzu3sLuUmZdXSHhp/0kKlhZ2LbufJgm5oIFWIcPANCbGX3yj3YcnKeewnn6KZg/n1RHB7ndu6n40AcxTpVVUpWVuN50O96lS4h/5zvkXnvtHFcVQojJraxB5t69e8/rvBBCnC2dd3A0uDoLI5dGXR0keiGdhmCoJM9hLViAmc3gyqSI9cTO/YAzaNvG+eWj6F2voK68EuYvoHfTfXiuuxbXRQuL7qtcFr4770B5vcT+4i9ldkcIMaWVNci88847ectb3sIvf/lLYrHCG3UsFuPBBx9k+fLlfOADHyhnc4QQ00Df9nPWkUMY1WGUy4Xu6ADLNbaEn0EYVZUofwBvLEL8yDF0Oj2ix+lcDvsXD6MPHEAtXYaaO4/EA1tx4nF8v/WuwZ+rshLvrbeQevoZ8k88WZL2CyHERChrkLlkyRI+97nPcddddxEOhzFNk3A4zF133cU999zD4sWLy9kcIcQ0kDhViN1s23dqqtxBd3YV1mKONeHnbEphNjbi7u4ibnkLgWMuN+xDdDKJ/ZMfw4kTqOVvQDU2ojMZEv/9XTw3XI9ZXT3kY70rV4Bp0nvfZnRK9m4WQkxN45pdvn79etra2mhqaqKmpoZVq1axYsUK9u7dS2trKzt27KCpqUnqYwohxiyRtTENBfv2Ylx+GToWg3wOFawq6fNYjTNwHdpP56LL0a93YT/0U8yVb0YNUuTdOXoU55ePgtao665HnUo+Sv7s5ziRCL4VK4Z9LsPnw/OG5aS276DyN89i3XJrSX8XIYQoh3ENMjdt2sSjjz466Ajl0qVLWbp06Xg+vRDiApDI5vEZoHu6C9tJdnaB2w1eb0mfx5w1E/dLr5FHkXnD9Xh3/AZ76wMYS5aiFiwAlwvd1YXetQu9vw1qalCLl6BOtUNrTeL79+O68krMhtPbXrZ7KtlXUYejFAt6O5mZjgLgeeMbyfz6KTI//znm1YtRoVBJfx8hhBhv4xpkrlixYlRT4LFYjKqq0o4+CCGmt0Q2jzubAQqZ5frI4ULCT6mmyk8xGxrw/KqwRrI3UIXvppvh1d04zz4Dzzx9+o5+P+rKq2DOnKKKGtmdz5Pft4/KT/9R/7H9gVpeCM+hMpfC0Jrf1DZxWfQYF8dPYs2fh9HQQOrlXXh3tmLe9qaS/j5CCDHexjXIrB5mzdFg7r33Xu69995xao0QYjrqzdj441FQBobHjc7nSz5VDoBl4Xdb4DjE8ib1fg9cvRguuRQiEbDtQqJRVdWg5doSP/gBZkMDrksWAdDlDvBCaDaNyR4WJDoBOOSvZldwJqFskvpMHM81y0g/+kucV1/DWLqsf9pdCCGmgnFN/Blt3cuIbKcmhBgFrTWJrI27sx2jpgaiUXC5Sj5V3sc1ayaernai+dOlhZTHg2poQM2ciQoGBw0w7e5u0o/+Es9Nb0QphQPsDM+lMp9mQaITBShgbrKbYDbJC6E5OCjc1yxDp1JkDh3CefHFcfmdhBBivIzrSOYDDzxANBodca23LVu28K1vfWs8mySEmEYyeQdba6zDBzHr69Dd3VBZWfKp8j7W7Nl4Th4nGqqCqooRPy7105+CUniuuxaAg4Faei0Pi3sOcWZLFbCgt4Pnw3M5FKhmfqPGbGwkc+Ag3tdfQ19zDcrnK+0vJYQQ42Rcg8zu7m6+/e1vj/j+59oRSAghztR7qnyRtXcPRn01ZLOoyvFb123ObMTz2iGiF10y4sdoxyHx4P/gXrIEo6ICB8VrlQ3UZeIE7OyA+wfsLLWZXl6vbGBeogv31VeRfuppqt50K3r3LtTSZaX8lYQQYtyM63T5HXfcgeM4I75JKSMhxGj0bfFoHTmI4fUVtpAcpKRQyVgWgXyGrMdHxhnZDE12+w7sI0fx3nQjAIf9YdKWm9nJ7iEfMzPVQ9LycMJbhevqq9CxGLl0BmfXLrQ9+m0thRBiIoxrkDnakUkpaSSEGI1ENo9L25iZNIapoLICjPGdEanwugDo6c2M6P6JHzyI2diItXAhGthXUUc404vfHrqYe2U+Q0UuzYFALda8eahgFZn9ByCVQu/fX4LfQgghxt+4Bpnd3UN/Ux/MypUrx6klQojpqDeTx51OgWmhlIGqGP8SaBUNdahclq59B855X7u9nfSvfoXn5ptQStHtDhBz+2lMRc/52Pp0jHZvFRnLjfuyy8g8tx1qanB2vVKC30IIIcbfuAaZra2to7q/TJcLIUYjnsnjifZghMMo04SKkSfjjJUZCuLrbKe7p/ec90384EGU292f8HMgUIvXzhLKJc/52NpMHICj/jCuK64g39aG4/fDyZOFBCchhJjkxjXI7OzsZPny5Tz44IM8//zz4/lUQogLUG82j+v4UcxAAAJ+MMf1La2fP5si6q/CGWZfcSedJrH1B3iuvw7D5yOnDI76QzSkYoxkQt+lHcLZBEd8YVyXXgKGQWbPPvB4cHbvKt0vI4QQ42Rc35F7enpoaWlhyZIldHV1EYvFxvPphBAXkLyjSeUcrANtGF4PqrKybM9d6XOTnDOfxC8fG/I+yR/+CN3bi/f2wk49R/xhNIr6zMjfB2syvfR4AqQrg1hNC0g/8wzMnoPeswedG3pNpxBCTAbj/rU/GAyyYMECbr/9dtkyUghRMolMoXyRp/0ERkUFVJQxyHQptGVx8pntg5530ml6//0/cC9fjllbC8DBQA2hbAK3M/Ls8OpsAqUdjvtCuC69lOxz22HmTMjl0G1tJfldhBBivJRnbkkIIUosfqpGprurHaOuDtyusj13IJ9BOTY9Lh+Z1p0Dzif++7s4PT343/E2AGKWl4g7QEN6dLM5lnYIZVMc9wZxXXYZOpEgt38/1NXh7N5dkt9FCCHGiwSZQogpKZ7OY9h5XNksRm1NWZ/boFBmKL70DcT+4ZtFtStz+/cT/7//hvdNt2HW1wNwKFCN5eQJZxOjfq7qbC9dngqcBQtQgQCZp59BzZkLHe2SACSEmNQkyBRCTEm92TyeaASrsqKs6zH7VObTxK5cSnb3bmL/9M9orbFPnKT7Tz+LWVuD/13vBMABDvmrqUvHx/SGG84m0ErR7gvhWrSIzLO/gYaGQgLQqzKaKYSYvCTIFEJMSbF0HvfJY6hgELzesj9/MJci4/HBhz9K4r/+m/b3vZ/21Xegk0kqP/4xlNsNwAlvkKzpGvVUeR+PY1ORS3PCV4Xr0kvI7dqFTiRg9uxCAlA+X8pfSwgh/j97dx4e1Xke/P97zuyjGc2MNhC7JGMWG9sIcLwkcRJwtrdxmhhw0r5N3zZBOF2SpomRyS9tmhXjuE2aLjHYbZO0TWJQnGZpFiPseI0xSNgYg1kk9kXbzGik2WfO8/tjmIFBEmgZoe3+XJcuo3POnPNofJ459zzL/RTMqK5dLoQQo6UnmsB1/mymS3qIq4sVgjsZRVOK0DvuZnaxk3jzXvTaWux3vR29qCh33HFXGe5ktN91ygfLmwjT5vBgWrQYDIN4UzP2FctRLS2oY61o868vxJ8khBAFJS2ZQogJJ5U2iKYVts52TDNnjkkZzErhTkZptxdjWbAA10c/gvP978sLMHtNVtrtxUyLjix9W0kiQlI3E5oxG72igviuXWhFRVBWhnHwzZH+KUIIMSokyBRCTDihbPqirg70GTPGrBwliTDtdjcprf+P0lZXOWYjlVu9Z7hcqRhmI02bvRjLwgXEX94FkJkA1HYeFQiM6PxCCDEaJMgUQkw4oVgmyHQk42hm05iVozTei6HpnLN7+uxL6CZOFJUyPdqNCTWi62iANxHJBJmLFpI+fZrU2bMwfTpYrZLOSAgxLkmQKYSYcEK9Ecw9IazesV3gwW6kKE5EOFHUN4XSEVcFStOYEe0uyLV8iTDdVifGohtB04i/shtN12H2bNThQ7ICkBBi3JEgUwgx4XR3BLC1nR2z8ZiXmh7rptPuJmBx5rb1mqy0uCuYEQlgUYNf4edKvIkIAJ0lFZjnzbvYZT5nbmYFoJaWglxHCCEKRYJMIcSEE4wmsHWcx1RZOdZFoSzeizMV5zXfLNJopDSdPaXzsBopZkUKN1bSqtIUJWO02TJd5vHdr6DSaTSnEyqmYbzxBkqNrFteCCEKSYJMIcSEko7HCdtd2Ds7MJX4xro4aMB1PW2ELA5+W7GAZyoWEDI7uD50fsRjMS/nTUZot7sxL16ECvWQfPNQpgzz5oK/C86fL+j1hBBiJCTIFEJMKKETp1EmE85kDPTx8RHmTsW5MXgai0rjSCe5KXgKdype8Ov4EhESJgvhBTeg2e3EX345s6OsHFwu0vv3F/yaQggxXOPjE1oIIQYpeK4DgCLL+Pr4cqfiLAqdY0HP+RElXr/iNZJRTEaadqcX84IFuSBT0zS0eVVw4jgqNLKcnEIIUSjj61NaCCGuQKVSBAI9mLuD2ErHvqv8WtPJLGfZZi/GesMiEvtex+jtzeycNQssFoz9r49pGYUQIkuCTCHEhKFOniSoW7CfP4O5cuySsI8lXyJMwFoES27OLDH5ym4ANJMJ5s5FvfkmKhod41IKIYQEmUKICcRobaHbU4bD34nmKrr6CyYhXyKC0jS6ZszFVDmd+Esv5fZp86oAMGRsphBiHJAgUwgxIahEgsSZc8SKvRQlp25Lnc1I4UzFM6v/LF5M7MWXcqmLNKs105r5xn5ULDbGJRVCTHUSZAohJgR18gR+kxUAl3mMCzPGfIlwJshcciNGZyepw4dz+7TqGjAMjH37xrCEQgghQaYQYoIwjhylS7ejx2MUefuuFT6V+BIR4iYLvYtvRnM4iD3/Qm6fZrPBvCrU/tdR4fAYllIIMdVJkCmEGPdUJAJnTuO3u3CcP4O5tGSsizSm3MkoZiNNm8uX6TJ/7rm8/VpNDZhMGHt2j1EJhRBCgkwhxASgWo4CEPCWUxQKjJsk7GNFJ9Oaec7uwXrTEpIH3yTd1pbbr1ksaNdfjzp8GNXePnYFFUJMaVP7k1oIMe4ppTAOHSJSWk7cV4pbpca6SOOCL9FLyOokuXQZmEzEns1vzWTOXCj2kH7+OZRhjE0hhRBTmgSZQojxrbMDAgHakxoAniL7GBdofPAlImhK0VYyHcuCBUSfeSZvv6ZpaDctgUAA9eqrY1NIIcSUJkGmEGJcM958E+wOOhIKSyiI3e0c6yKNC2Zl4E1EOOvwYF16C4nmvaT9/rxjNI8XamowmptQl3SnCyHEtSBBphBi3FKJBOroUZg9iy5HMS5/B5qmjXWxxo3SRC9dVhfG8hUAxJ75bZ9jtPnXg9dLemejrAQkhLimJMgUQoxb6vBhSKeJY6J3TjUeIzHWRRpXSuK9aMD5splYFi4k+utf9zlG03W0pbWQSpH+zW9QKRnTKoS4NiTIFEKMS0opjP370aZP59zR4yizGV+RbayLNa5YLnSZn3b6sN26gsSrr5E6e7bPcZrDgbZ8Bfi7SD8lgaYQ4tqQIFMIMS6pEyegJwRV1ZwPJ7H09uDQ1VgXa9wpi/fgt7lILb8VbDaiv/xVv8dpXm8m0Dx/nvSvfinLTgohRp0EmUKIcUcphfHqXigpwUgk6Jo7H09vABmN2VdpvBfdMDjlq8RWu5TIz34+YMoirawM7S23gd9P+idPSg5NIcSokiBTCDHuqLNnoaMDraYG//MvEZlbTYllrEs1PplQlCV6OVlUgvXOO0mfO0f8lVcGPF7z+dDufCuYzaR/9lPSu15GJWSsqxCi8CTIFEKMK0opjKY94PVCeQWn2oNo6TQ+lRzroo1b06LdRMw2AotvxjRzJuHtP77i8ZrTiXb7HZlVgfbvJ/3EjzD27UMl5T0WQhSOBJlCiHFFnTwJbW1o868ndfgw7fOXUBzyY1ayas1A3KkYzlScY+5y7O+4i/jzz5M6ffqKr9F0He26+WjveCeUl2O8sov0D/6b9Msvo7q7r03BhRCT2oQOMhsbG1mzZs1YF0MMkmEojrSH2H3cz7HOXs4EIrx5LkQgnODVUwF6YxdnvJ4JRDh4LoRSihNdYY6291zx3Ce6wrxyrIvuqHT7TWQqncbY9TKUlkF5OV2/eoruG2+hXE+PddHGNQ2ojAY5b/eQuvNtaC4Xvf/134N7rcOBftPNaO98F8yahXrzIOltT5D6+c8wjhyRmehizBxt7+FEV3jYr0+k0rx2OkhHz8VJbm2hGHtPBnj9dJBTXb3sPu6ntaOXs8FMDtlzwSivnw7y+pkgR9t7UKrvZMO2UIzXzwRJpeWL79WYx7oAw9Hc3MwTTzxBMBiktbV1rIszbhjRaKYFwmJFs1lRvb1oTid6cXGfY1UySdrvR9M09LIyNP3i9w0jHkeFQmA2Y/L5csdjMuUdl3ftSCTzGqsVU0lJ7jWaJTOQLhtgtnSE+fSPXuWem2fw2XdW81JLJ4Fokid2n+LB9y7k/QvLCCYVG368j3PdMf5hzc1sea6F410R/umjS7muwt3n2h09MYp7Akx3WOnt6KK7vBSPwzri91Nce2r/fujuRnvb21GhECeTOpoyKE0O/0EzVZTHejhZVEpLyUzmv+udRH72c9x/+ieYKioG9XrN4UBbtBh1/QI4fw516hTGb5+BF19Am389+uLFaBc+D4QYTcow6A6FeehXB+kMJ/nXjy6l0mXJPU/SoRDK7weLBc1mA6XQy8pQPT2oSBRsVoxIlPZomm+/cI5yt53Pvvt6dE0jcL6T4yc6mDNnGidjFrbtOs7t1WW8rcJMsFtj+8FufvDqOerfvZBE2sBQML/ClVsEoi0U48u/OMC+00H+Ye0tLJ3txWya0O11o0pT/YXpE0RDQwObNm2iqalpyK8NhUJ4PB66u7sp7icIm0hUKkXyyBF6v/tdEnua0YuKcLz/fWjFxcSeeQbXn/wJ1iU3orszAVry2HEi27cTffppNLMZ+wc+gO197ydeWobt9EmSTU3Yr58PbW2waFFmosCJE2jFxWgzZ2YqdfbaiQTJo0fp/ff/IPHaa+g+H66P/yn2FStQb76JVlWFKi2jK57GYtJIphV2k4Yj3AMH3kDduIQemxM0DVcyhn7gDbR58wg4iwklYfWjL/Hle27kuy8dI5JI5wWaPfEktnNnUN0hLJ5ijGOtaAsWkuruJllRiXIV4bbJbJFCG626o0Ih0g3bYc4c9MU3EHr833hm2SpcxS4WRDsLdp3J7JTTx2lnCSuPNxN/8EEc73k33o0PDvt8KhxGnToJp09DPA6VlehLlqDNmSsrLw3DZHrujBYVi5E+fRq6ulDV1XRrFpyhAJbODliwAOPkKXq3biXx2j50hwP7+9+HrbYW7HZMXg+moiKMN99EmzuX7v/4LqbZc7C8771gt2Pt7UUd2I+aXklkTxOuD94D7e2QShE7cpTQ976H7fY7sN93H/stJZS4rDSfCLB0jo/5FS7ae+J8+RcH2H08s3yrzawPGGhGEiniqYFbOm1mHad1QrbzDYkEmZOgsidefZXO+z8J8QQqGkWFM60+9ne9E8vNNxH+r//Gs3Ejzg/9PqlTp+haV4dxyRrHSoExdx6lD32d9P79WN0u1MGDaGYTemkppuXLUafPoM6eQZs7F/2WpWguFwDxPXvo+rM/hwtdara77sL9kfvg0Jvomga6TmrhYlLV19Fm6MR7o9TEAiR27QLDAIsF0223gcuN8exvUZEIFpNOcsEitOuv5/ZvvYSua3z1g0v6BJqx02cwp5JobecxXnst84c4izC97W2k02nCM2bhdUjy7kIbjbqjDIP0L34OPT2ZVsxYjIP/31fY//lN3Bg8hScpOR0HI6XpNJXMZWYkyMLt/0HkJ/9D+Q/+G0tN9YjOqwwj07p5/DgEAuDxZLrY589HM5kKU/gpYDI9d0aDCoVI723GOHIETSkoKcH0lttIJxLEXn4Zu82GmjGD7n99lPgzz6CUQrNa8Xzpizje8U70WIT0iy9CIgFmM/ry5cQOHcGIxXEsryX19NOQTKLZbZjvekfmefnaqxg9PVA5A2PadNq//hCqN4ztX7/DYUc5Xb1xkmmDW+eV8MiOw7kAM2ugQDMQSfBsy8Bfju+qKcPnnPw9btLGO8Glg0FC//DNTKUy0qhIJLcv9vQzmOfOBZuN0Le/Tbqzk8j2hrwAM8tobcVqNmFNJVEHDmQCzKIi6Okh/cwz4HSgVdegTpwgveMpVCBAOhCg+xuP5AJMxz33UPzBD6Be/h3K70el06TSBqnXX8f0wnPMNaWYc2Qf6pULASZgSiWxPP8s1gOvY51/3cUCHXgD64vP8/21N9ATS/GFn77O/7ujCqfVxGe37eVYZy9WpwP2NmO8+momwASIhEk/9Rv07m5c4R4ZozlBGE17MpN9br4FzWym93vf59QH1lAUj1AsAeagmZXB7EiAE0WlxN/9XvSyMro3P9zvuLKh0HQdbcZM9DvuRLvjTrDbMZ5/jvSPfoTxxhsyblOMmPL7Sf3m1xiHD6OMC/er3096x1PoiQTOd74TdfYs6pVX8K5fh/UddwFgvu46nO9+Nxw/Rvq3v808CwFSKYxdu7D7PBS99Q6MF55HM9KZZ5vdgfHC89DRjl5bi2azoc6cQXvzINO//hU0hx3jhz+gxKr425+9gc2s03TSj8PS9wtVPGXw19teZe8pGaPZnykTZMbjcUKhUN7PZKCCQRL792d+SRsXg60LEq++hnnePFQ4TLqzi+gzz/R7HhOK9PnzaKELs0oNlTnXhR8V7IZEPLMvEslM0PD7SR05kjuH0dWF6unJlUElkxgKQtEkRiCQ+eC4LMBV2WsFg6h4fkCoAgGc5kyXXDbQ/JM7q9i8+hZeONIB8Tiqs59vikqhAn6Ix3m51U9PVNKyjMRo1x2jpQX16qtoCxailZSQOn6C068eoHtJLbNi3ZKAfYimR4M40wleK6vG+dGPkti7l8iPnyzY+TWfD335CrS334Xm82K89GImBdL+/RJsXmayPndGQyKRQvX0Xv4IyzRihMNosRgqeaExpacHo70DABWPQzIJwWCf5x9Kobq6UNFoJvi0WPKebSoQREWjaOYL3daRCCoawwgEiT/3LCXxMOF4ii/89A1Muolb5ni5vbq0T9mzgearp4KkjQnbOTwqpkyQuWnTJjweT+5n9uzZY12kwrjQJZ35dz+7rVZIZ2bmarp+sTL1I/baPrQZM4HMLN9LT6jNmoU635b5xeFAczgy171kXFZ8924oubQCamgamclFFdMIm62oOXPzrmkoUCYTzJ1L8syZ/LJPm8bzZy5O+PA4LOiaRm88hc9pJdXVhTZrVv9vy7x5pEMhfE4LTuuUuc1HxWjWHeP0aYzfPoM2cybU1KBSKbq+8lVa6/4KVyJCaaK3YNeaKnSgpqedgNXJ8Vvfju3tb6P7m98iefhwQa+jud1otyxFu+sdaD4fxu9eIv2jH2K8/roEmxdM2ufOKEjZbKgLw7Aup/l8qLa23O+qqIjkG29k/t3bixGLoc2d0/+JZ87EiEYBDdSFoR8o0DT0OXMyX3Kzx1qtpAIBVCKBZrGgLjwD3XYzZl3DZTXhD8f7vYzTasJtt2DS5WvxpabM03fjxo10d3fnfk6dOjXWRSoIvbQM2223X/jFlBf0AVhvWkLq2DH0khL0slKcH7in3/Ok0TBVVmJcmBkOoFLJzDnNZjCZIJVpEdTmzgWnE1NZGbZlyy6eJJEgHQyCNTPORLNmgkKPw0K6uoZAEpIz+gaFStOg2JNpBb1UdQ1bf5f5/zTL5+DB9y7im42H+eaOwyyZ5UWZzWhV/Yw1s1jAYgW3m2VzvJhkzNiIjFbdMY4fx/jNr6GsDG66GU3TCP3Tv3BsUS3h2VVUhzulFXOYilMxZkX8HCyuJPxHf4pp+jT8f/050qOwjKTmcmWCzXe8A620FGPXy6R/+AOMvc2ZVqYpbLI+d0aD01uMqWpe3wllpaUoXSN19mxm0qnbTfJoS263ikRIt3egFXsuNrhkmUyoYg9GIgE2a6bFk8yEVXQdSkuhuzu3XZs1i57GnQDY3vd+OmxFTPfY+cL/WYTNovOTvWc41Nb3i6/PaeHbH6llwfS+2U+muikTZNpsNoqLi/N+JgPdVUTxp/8S3esFXc/NIAco+uOPEd/dBJqG92/+BlN5OY7/8z7MNTV9zmO58064cQlGKp0JEs3mTGum1YI2ezZ0dmQCTZMpN7NUd7sp/uvPoHk8ufNEdj6NNmcuenExmtWKyWLGZLVgLi0hrRQhzQJFRblzYTKhSkoyXQyXbMNsxvB66eyN5wWYFW4bm++9ibmlRaQ93sy1rVYwW3I/2ty5KJOZsLdcAswCKHTdUYaB0dyEseMpmDYNrXYZmq7T+98/4PQbRzjxh+uYFQ3gTk3tAGWk5kT8+BJhXpk2n+RnN6CSSTo/+eekz7dd/cXDoBW5MmNq3/FOqJiG0dycSe7+4guZdDNT0GR97owGTdPQ585Ds1nRzCYwmTOTd+bOQ2k6iXAkk+Fkzlwiv/lNbsKZikZJHj+eaXSYXpn3LMDpJHX2LKmeXrTSMpSuX3i2GeD1ZdL8udwYaSPTmFJaRvR3L2OePZv0Bz5Ibwo+/75FaMCi6W4WVXr6lFsCzCuT2eWTZJZf8vgJYs88Q/yFF9A9Hhzvfjepc2cx2jtw/v4HMVdVZbrOgdTZsyT2NBH5xS/QrBbsH/ow52dVc8Sws9wWxxULY3R0oplNWKpr0Gw29EtTLZgtaHZ77tfU8eNEG3cSf/l3mCpn4F5fh15UhGa5+JqgoeFPwKH2Xt42zU53NElmiLQCNDDpF7r1NXwOC4FoAluRkz/49z189t0L8gLMWT4nAB29cRw9QZwmDSMagbSBZrWiORzs7YE5ZS7KXTK7vNBGUndURwfpF1+Ajg6YPx9t/vWQTtPznUc5vXc/B770TYpVikWhs9KKWQBpNA54ZhA227nl+D5cX/oCKIXv61/N74UYBSoeR504DidPZtIfVVSgX78Araoq7/NjKplsz51CU/E4RKOkDePCFAOFrmsEEwYJQ1HisGKJR4j85H9I/O5ldE8x9lUrUTY7thtvwGSzgWGg0mlUIoFKJAj7gwQqZuJzWrHHoqizZ1DJJNbqapTdTiwNlkgv6twZ4sdPENctJJYu45leC2+tKuXNc90smelhdkkR/nCcrc8d48m9mdW0rhRgyuzyjAkdZG7dupUtW7ZIkHmBUgoVi2XGXep6ZlyJ1TpgihEjFkPTdaLoefm8dE3DlIihTGbSugnrIPJ55a5tsfQ77jOSSJFIGSQNhVnXSBkqb8arpmmZdBSahlnXiCTSJNMGyZTBd55toS0UywswIZMnM5Y0UEpRpFJo8RipIhdxIxOe2C265MkcBUOtO0op1NmzGG/shxMnwO1Gu3EJWkkJiX2vE/jmtzi+qJYTf1SHJxljYegcJibsx9K4k0bjqHsanXY3M4NtzPnHTZh378J5zwdwfeLjmCsrR/X6mfRH51GnT2W+XGgaVM5AnzsnMwbc55syOTcn43NntHSF47R2hNF1jdk+BxaTjq5pJNIGNpOONRombbGSTqdRuomkyYRZKSzpJGigoZFAI6mbyM4v0AAtncKk0ug2B2mlLjz7FDYUejpFzGwlkkhnxm+isOgas0uKcuXKBprPHGq7Ygum5MnMmJBBZnbFn4aGBlpbW6mrq2PZsmXU1dUN+hxS2cfGKX+YREphNmk4rSZiSYOSIiuBSIJpbjsWc2YER0dPnFgyzewSJ+e6o6QNlRdgXu5MIEIsZTCvxCFd5KNsMHVH9fSg2s6jzp3LrEUeiYDLhVZdAzNnEv/dy/T8+3+Q3LePfX//GN0LbmRmxM+ccNfUGcNzDSmg3VbMCVcpKU1n2okjlPz4hxTveRnXLUtwvPOdWFcsxzx9+uiWIxbLBJxt5zOZJgwDbDaoqEArK0PzlaB5vZkvItbJ18ojz52hOROIoOsalR7HsF6vlOJUIEqx3Yz3QquhPxwnGEli1jWKrBqhuIFJ13BYzZS7bHT2xumJpTDroGsw01fU57z+cJzeeIo5JX33iXwTMsgshO7ubrxeL6dOnZLKLsY1t9s9rlp6rlp3olGcP/tp7ldls5GuqMAoLs5NTOt+8POkj7ZgXnIjz375XzAnE8w69Nq1+hOmLMNspmNWNWFfeW7bdf+0icrf/AwA14MbsC4f3W70nHQavbs78xO++rKhymJBWSy5iYiG203y5ltQzoG/fE64uiPEOFGoujP522oH0HNhJrOklBDj3Xhr9bha3Sl3uzn794/kftficcyXzao1m8ykgdTr+7GfPU1kbjWtS+8ctTKLgRm2i61E5hMnsNrH5zhmLZlES17MeasHAnzq61/nseeeH/A1E63uCDFeFKruTNmWTMMwOHv27Lj7pjsYoVCI2bNny7fhS0zm92S83aPDqTuT+f9PIcj7M7CRvDeToe6MJbkvr63x9H5LS+YI6brOrAESeU8UkhKjL3lPRt9I6o78/7kyeX8GNhnem4n63JkM7/1EMpnebxljL4QQQgghCk6CTCGEEEIIUXASZE5ANpuNL37xi9hs43OA/liQ92R8k/8/Vybvz8DkvRk78t5fW5Px/Z6yE3+EEEIIIcTokZZMIYQQQghRcBJkCiGEEEKIgpMgUwghhBBCFJwEmUIIIYQQouAkyBRCCCGEEAUnQaYQQgghhCg4CTKFEEIIIUTBSZAphBBCCCEKToJMIYQQQghRcBJkCiGEEEKIgpMgUwghhBBCFJwEmUIIIYQQouAkyBRCCCGEEAUnQaYQQgghhCg4CTKFEEIIIUTBSZAphBBCCCEKToJMIYQQQghRcBJkCiGEEEKIgpuyQaZSilAohFJqrIsixIQidUeI4ZG6I6aaKRtk9vT04PF46OnpGeuiCDGhSN0RYnik7oipZsoGmUIIIYQQYvRIkCmEEEIIIQrOPNYFEFNDJJEinjIG3G8z6zitcjuK0SP3oBBCXFvyiSquiXjK4NmWzgH331VThtN6DQskphy5B4UQ4tqS7nIhhBBCCFFwEmQKIYQQYkpKpg26euNjXYxJS4JMIYQQQkw5iZTBB/75Bd6yaScvXWEojRg+CTKFEEIIMeX88vVzvHm+B7vFxDd3HB7r4kxKEmQKIYQQYsr51f5zzK9w8bHb57L7RID2UGysizTpSJAphBBCiCnFMBQvH/Nz0ywPN8/yAvC71q6xLdQkJCmMxDVhM+vcVVN2xf1CjCa5B4UQWce7wnRHk1w/zU2xw8JMr4Pdx/188JaZY120SUWCTHFNOK1myUEoxpTcg0KIrNfPdANQVVaU++++C9tE4chXdyGEEEJMKYfbeigtsuK2W4BMkHnofA9pQ41xySYXCTKFEEIIMaUcae9lpteR+32Wz0E8ZXDKHxnDUk0+EmQKIYQQYkpp6eilMi/IdAJwuL1nrIo0KUmQKYQQQogpI20oTvojTC+257b5nBYcFhPHOsNjWLLJR4JMIYQQQkwZ50MxkmnFtGJbbpumaczw2mntkCCzkCTIFEIIIcSUkR13WXFJSyZAudvG8S4JMgtJgkwhhBBCTBmnApkgs9xly9s+rdjOiS6Z+FNIEmSKSSGVNujoiY91McQE0RWOE4omx7oYQogxcCYQxeu0YL1sAYZpbjttoRiJlDFGJZt8hh1kPvnkk4UshxDDlkobNJ0MsPEn+zgbjI51ccQ419Ub57HnWvn5vrMSaAoxBZ3rjlFa1HdlhnK3DQWc65bnSKEMO8isr6+np0em+ouxlQ0wP7vtNfad7pZAU1xRV2+cx55v5cm9Z/jHnUck0BRiCjoTjFJaZOuzvdyd2XYqIM+QQhl2kNnV1cXXv/51HnnkEV599dUCFkmIwbk0wEykM90bB8/1SKAp+nVpgJklgaYQU8+57igl/bRklhZZ0UCeHwU07LXLt2/fzsqVKwHYu3cv3/jGN/D5fKxdu5bi4uIhn2/NmjXcd999VFdX4/V68/ZVV1f3+5rGxka2bNnC3XffTXV1NTt27GDFihWsXr16yNcXE0t/AWZWNtDc9KGbmHFJsl0xdfUXYGb9484jAHzgphkUOyzXumhCiGusLRTn1qrSPtvNJh2f08IZCTILZthBZjbABFi6dClLly4FYOPGjbS2trJ+/Xre9a53Dfp8zc3NNDQ09Nm+evVqtm/f3u9rgsEgjY2NNDQ0UF1dTX19vQSYU8CVAswsCTRF1pUCzCwJNIWYGsLxFL3xVL8tmQBlLpu0ZBbQsLvLQ6FQ3u+PP/44K1asYPPmzQQCAVpaWvjGN77B448/PqjzrV+/HqVU3s+WLVsGDDCzjh07hlKKlpYW6urqhvvniAnEH0nwjd8cGjDAzDp4rofGg20yU3CKOxOM8j+vDhxgZj36bAtB6TYXYlJrC8UAKHH2/2XSV2SVlswCGnZL5po1a6ivr+fRRx/lxz/+MR6Ph7q6OrZt20ZVVVXesT/+8Y+pqanhlltuGfB8l7dANjY2snz58uEWT0xiFW4731h9E5/+0aucv/CB0Z81y2bxezdV9klTIaaW+dPcfOmeG/niz/ZjqP6PsZl1/mHtLczw2Ps/QAgxKbRfSHXnc/bfkllaZOXgeZnUXCjDfvru2LGDu+++G4CnnnoKv9/PQw891CfABLj33nvZs2fPFc936bjL1tZWWltbqa2tvWo5tm3bRkNDA1u3bqW+vn7A4+LxOKFQKO9HTFxVZS7+8SO35K09e6k1y2bx8bdWUdLPDEIxNBO97jgsJt5+fTlfuudGdK3v/myAuXS2F7NJvpCIwpnodWcyygaZ3oGCTJeN890xlBrgG6kYkmF/otbW1uL3+9m2bVve+MzL7d27l09+8pO0tLQM+tybN28eVNd3bW0tq1atYvXq1dTV1VFTU8OaNWv6PXbTpk14PJ7cz+zZswddHjE+DRRoSoBZWJOh7gwUaEqAKUbTZKg7k017KIbNrGO39F/ffU4r0WSaUCx1jUs2OQ37U3Xjxo14PJ6rHuf1evF4PGzcuHFQ521ubh50Gaqrq/NaQNeuXUtDQwPBYLDf8nZ3d+d+Tp06NejriPHr8kBTAszCmyx15/JAUwJMMdomS92ZTDp64/icVjStn24NyE0IarvCUCwxeMMek3nvvffy+OOPEwwG+dznPpfbvnPnTjRNy80sr6qq4qGHHhr0ebds2UJNTc2gjm1oaMgby5lNfdRfV7vNZsNmk8BjMsoGmjsOtLF62SwJMAtsMtWdbKD55XtuxFdklQBTjKrJVHcmi46eOJ4BJv0AlBRl9p3vjnH9NPe1KtakNexP18cff5yjR4/yxBNP5G1fuXIlVVVVPP3008M6b2NjY588mf0JBoOsWbOG1tbWvG0wcF5NMb6E4ym6eguz3nhVmYv/e9tcCTDFVTksJpbO8bJgmksCTCGmmI6eOJ4rpCnLTgi60qRSMXjD/oQNBAI89NBD7N69u8++qqqqfrusB6O1tbXfILG1tZWHH34497vX62XDhg15x27dupXVq1cPKkgVYyscT9F4sI1vP32EzgIFmkIMhj8cZ8eBNl442kVPTFIWCTGVtF8lyDSbdIrtZtp7JMgshGF3l/t8vivuv7SFcSiqq6spKSnpsz27us+GDRty2zZu3JgXeHZ1dV01r6YYe9kA8+u/PIgCFPCpd82nzDX8Vshjnb3SXS6uyh+O03igjXjKIJpM8/yRTt42vwy3XRKwCzEVdPbGWTLryvNJfEVW2kLS+FEIww4y9+zZwyc+8Yl+94VCIY4ePTqs8w40C72urq7PjPNsa6aYOC4PMAF2HGhj4XQ37148fViB5rHO3lzOzO5oUib+iH5lA8yeeIqfv3aWSCLF+ruuk0BTiCnCMBSBSOKKLZkAXodFJv4UyLC7y+vq6pg/fz7/9m//xquvvsrx48d5+umneeSRR6iqquL+++8vZDnFJNBfgGnSNT6z6nq6ehPsOREYctf5pQEmwPam0/zbC8fwh+VbqLjo0gDzN/vPs3bFHD75jvk89lxLrkVTus6FmNwCkQSGAs9VvlD6nFYZk1kgw27JrK2t5Tvf+Q73338/ra2taJqGUoqamhq2bdt2xdV9xNRzpQDzyb2neeWYn9+7aQYAy+f6BtWieXmAmbW96TSAtGgKoG+A+ftLZ/LFn+3HYTHxpXtuZMuzR1n39hpp0RRikusKJwCuOLscMona35RVfwpi2EEmwKpVqzh69CjHjh3LTdjpb8UfIbqjSb7VeHjAABPgF/vOAjC3xHHVIHOgADNLAk2R1d4Tzw8wf/4GybQimU7xxZ/tzwWadW+voTualCBTiEkq21Pmtl859PE5LXT2xjEMhd7fMmFi0AqSv6OqqiqXukiI/kwvtvPN+27BaTX1G2Bm/fZQOw1Np6/Y3d3eE+OBhn1X7c7Y3nSaX+w7RyJlFORvEBNTPGnw/JGOvAAzKxTLBJrr77qOH7xygvRAi5sLISa8XEvm1cZkOq2kLozfFCMzakniPvnJT47WqcUEpOsaN8308q37buGBdy/oN8B02czYzCZ+vu8c//rblgEDzRKnlQ3vWYDNnLl9dQ1umFHMrfNKqPRcXGJyUaWbVYumYTVLLsSpbHaJg9XLZvN3FwLMYruZO2pKua2qBIfFlAk0f76fz6xaQMlVutGEEBOXvzeBWddwWExXPM574XOgQ9LrjdiIusuffPLJfvNkBoNBtm3bxne+852RnF5MMrquMdvn5N9fPM6aZbOpe/vFlZ1MusblnRKnA1EsJr1P96XZpFM7x8ffr7mZn+9q5b5KDduLz6K3nSdVu5yOJQvZdjbNg+9dxAyv4xr8ZWI8OxOM8dX/PcAja25iqdOg6PRxko2/RLNaMb/vPQTKKzmlbIRiSfyRJG6HdayLLIQYBV3hTI7MgZaUzPJlg8yeOAunX4uSTV7DDjIffPBBtm7dyvLly/skPx9uInYx+ek6fOiWmZhNGgc6egHQNPoEmLqm8f5F0wYcH2c26Syd5mS++TSn1/8d0fSFLvFf/pqKGdN56LHv4JQAUwDTi228bX45txalSX71y/j3NF3cub0Bxz334P2DP2FaaelVu9GEEBNXVzhB8SDGXHsufNFs75GWzJEaUUum3+8fcN+DDz44klOLSSgYSdB4oI03zob42B1VvNnZi6L/ALPYYbn6kn/nzhLd/BDFVhOhmIFSYDZpOLv9RL/9bewPfR3d5RqtP0dMEOVuOxvftxDtJz+m99IA84Loz37GjJUrMc2bgdcprZhCTFb+cOKqk34ArGadIptJgswCGPZgtRUrVlxx/8aNG4d7ajEJBSMJdh5sozeeZuH0YsLxFG67ZcAAM5VWnA5Eab/C5J7ka/sgncJi0ihZOJ/KT36c4uIidB3iL/+OdEfH6P5RYsLwRHuJ//jHufvN/cEP4HzbnUDmS076xw3YSI9Z+YQQo6+rd3BBJoDXYaVTgswRG9GMiFAoNOA+Wd5RZGUDzO5oiq/98gB/+7P9OKw6ybSBy3ax6+LSALM3nqQnluTrv3pzwEAzFQqhFDg+/CHKNz6Ad95syr/195jmzEWlDdIJSa4tMmKxOCoSxeQpZvqmr+K9/S2U3vshKuofQLfZMHp7MVKpsS6mEGIUdYXjg05R5nVYZOJPAQy7u7y6upr6+nq8Xm+/rZpbtmwZcNlJMXVcGmB+/VcHSCtIG4pT/ihmXSNlZALNSCKVF2BmvdTSydd/9Saff99CKorteee21Nbi+cqXsaAwXn45s/F8G94NDxB+ZTeGu/ha/qlinPKH4/z2dJSVq+/Ft+RGtEMHUf4AALbKSqZ/+x8In+sgbrISiiUHNWZLCDHxBAbZXQ5Q7LRId3kBDDvIXLlyJcFgEK/Xy5YtW/rs7+7uHlHBxOTg743THcsEmLqu8aXfu4HpxXaKHRYOd4UptptJGcaFANOgN963NWmgQNM6axbp/fsw2tovHhyPo3a9jPv220kVS5Ap4FQgyoxyD66V7yT5v/+LuqTFUp07h94dxPOBe/ArRTAiQaYQk5FhKILRJMWDnNzndVg4JKv+jNiwu8urq6sxDAO/39/vz7p16wpZTjEBRZNpDrf38s9PH8Gka/zdB26g2G7mv3edwG03YzPrhGIprGadRKr/ADMrG2he2nWe1nWUodCLnGi6DhpoFjO6x0M6lSJlGtG8NjFJlLts/HL/edKaju52odmsmYGYmoZmt4PNTjgNaQVOq+RUFWIyCsWSGOrqq/1keR2W3ApBYviG/Yn62GOPXXH/+vXrh3tqMUkc7wzzdz9/A4tJ58sfvBG3zcx/7TrJ04c6OBuMYjXr2Mw6GpmA9Gpebu3kuD+S+z1htZGePoOUzQFeD5rPh3IXkzSZiM+aS0oWbxHAue4oP9p9knRxMXHNRLrIheb1oXm9pJ1OknYHQc1MMm0QjMg4XiEmI/+F1X4G21PhcVoJxVLEUzIhcCSG3dSzdOlSjh8/zkMPPURTUxObN2/mXe96Fzt37qS7u5sPf/jDhSynmIAqPXb+4NY5lLttOC0m/mvXSXZdWOWnszfBDJeNGV4HNpOO2aRzoitM6pJl/ULRiw98XYOvfHAJN8305Lal0NHnVaGfPoW6JLmuMluIWO3kj+AUU9Vsn4NvrL6ZqMlG0fRpqPaLwyt0wFQ1D5PTidNqxmSXdYqFmIyyS0QOpSUTMgnZZ/mco1auyW7YQebevXtZuXIla9eupa6uLpeAfeXKlRw7downn3xSAs0pLpE2uL26lI7eON/73YlcgAnwue2vAeC2m/j8+xZTWWynvNjGAw2v0dmbv15sNsB82/wy7JcsB6YA5XJhdTpQ0SgYBlgtaPPmcj6lM+9a/JFi3DsfirO4spgeA4qqa9C6uiCRAA10q430jFnsOhXk9rklGAaSK1OIMaCSSdQbb0A6jbZkCZq1sPXQH840WrhsgwwyL6z609mbkCBzBIbdXb5161b8fj+PPvpon/GXVVVVdHV1jbhwYmIzDEVXJMH3LwswszSgN5bma788QCCa4LoSO09+9AY2vfe63NqyAwWYAFo8Rvq114jGE8R0EzGzhZgB0eMnmBWSHJkiw+u0sPX5Fnw9AaIv7yLhcmN6+9vR73wrMauN6PPPs9iaIhRNcbX8/0KIwlNKkX7qKYymPRivvUr6f3+BShe2m/piS+Ygu8svackUwzfslsza2tor7r/a2qBi8msPxemOJNl13I9GpuXxkTU3U1KU/w1V12Chx4J+9Ai89ip3en089sGb+Mrzp/nY7dX9Bpg9sSSmtjaCDz4I/XwY2e+4HdtXvwbSKjXldfTEuXvxdIzndqJOn8JW/TbSv/4VWCzYb7qZ0BNPMGdGJZFZ0+mJSa5MIa41deQwnD2D9pa3gMWCevFF1P79aDffXLBr+MMJXDYzJn1wsUmx3YKuIbkyR2jY39svT1GkVP4siz179gz31GKSuG6ai3mlRXxm5fzMzG+gpMjKka5w7qetN8biInA37SK+pwmlFOZggDlNL/DoXdN4xzxPvwHmbw+1c/b5lwn1xglFU31+2p95kZaDxyUFhWCa2066sxPb7Fk4Fy/CeOUVVDyB6g1j/O53uN/7XrS0QSQcxT3IrjQhRGEopTD2vgrTp6OVlaN5vDB7Nsa+1wramhmIJCge5HhMAF3PLA5ypVXnxNUNO8hcunQpK1as4Cc/+QnHjx8nEAhw/PhxnnzySebPn8/9999fyHKKCchpNbNkloe3VJXmAs3L1XhsuF7fi2pvy9tuNtJYX34Jczza5zXRZJq9p4KoSKTPvhzDIJ1McbwrTEJmB05pPfEUDpsFs5FGtbbm71QK9cYbWIpdqHR6UFkOhBCFo86dg1A32ryq3DatqhpiMdTx4wW7TrYlcygkjdHIjSgZe319PR//+MfzWjW9Xi9bt27llltuKUT5xDUQSaSIp4wB99vMOk7r8G6VbKAJ8JmV+ftMukZnUpGeMxft/Pk+r9VcRdDP4O8Kt531b68hWtxLos/eDOu8ubhnVnBDVRlWs2mAo8RUsHC6Gwdp8KfodxSPpqH5fJSUFONxyPAKIa4l1XIUnE4oKclt01wulM+HceQIek1NQa7jDydwDaElEzLjMi+fiCqGZkR9Q6tXr2b16tU0NzfT1NREdXU1K1euvPoLxbgSTxk829I54P67aspGNLTx0kCz2GnhSFcYk67hdVhIpAySpSX0d3pt3jxwOjnS3kMiZbC4sjg31ndasZ3Q9VWod76dnmeeu+yFGuX1f01R1UzswwyOxeShaRpzp3tJE4eiIlRvOG+/PqOSsM1JMi2JVYW4lpRSmdbKGTP6zOPQpleiDr2JSiQKMtPcH04MerWfLI/DQnuPdJePREHmUtbW1rJu3ToJMMWAsoGmy2am2G7G67BgvjAAuz2lo1/yLTZLmzWbox29fOqHe/nUj/Zy4Fwob+xv8fQKKv72C3g+/ZdYpk9Ds1pwLL2ZWf+xlaJbb5UAU+Romka42Id+4xI0my3TeqlraA472pKb2BWW1m4hrrmODojF0KZN77tv+jQwDNSZMwW5VCAyjO5yp1XWLx+hUXsK33fffTzxxBOjdXoxATmtZmLJNHaLKW945qlomlkr3oLRHcwsC6kDaPToFj7133vpurBSw6d+tJdvf2RpXotm0axKon/8MU7VvpVEIknljBIc8yolwBR9JBSomuuxlJRiVgo0SKIR8ZTgPyetFUJca+r0aTCbwevts09zFqFcLtTpU1BV1ffFQxSIJAediD3LI2MyR2zYT+KNGzcOuC8YDNLY2DjcU4tJTNO0PvN/wok0v/VraJqbOytL8TqttHT08On/fjUXYAL0xFL9Bpplbjvzb6zmaHsv8+Z4cUiAKS5jGApDKX5zNopJK8rdO4ZSpCMSYAoxFoyzZ6C0FE0foFO1tKwgLZlpQxGKJoc1JjOWNAjHUxRJ5olhGfa7tmXLFpYvX473km8gwWCQ1guzN1etWjXsQgWDwbzzivHP6O3F6OlBM5sxlZcP+fXZ5SQVcKS9h0/9cG9egJk1UKA5rdjOtGJZSFL0ZRiK/We78RZZSRuKSqfOjHQUAzhpctIWyeTGvDwNmxBi9Kh0Gtrb0a5fMOAxWlkp6sRxVG8vmss17GsFIwkUUGwb+phMyOTalSBzeIb9rq1atYpt27b1u2/v3r0EAoEhna+xsZG7774793t1dTU7duygurr6iq/bunVr7t/BYJANGzYM6bpiZFQ8TvLNQ/RsfYzE6/vQfT5cH/0o9ne9E1NFRZ/jbWadu2rKBjxf2lADBphZ2UDzX/+glgXTiwvyd4jJ61BbD5/+0V6+/6dvYZU1TPq/fkD8uRfQTCZueN97ueEDH+TllINIIs2JrjBzS4vGushCTH6dnZmFNPoZj59TUgqAOncWbf71w75UIJJZUnKo3eXZpSU7euPMK5PPheEY9sSfxx57bMB9S5cuzbVoDlYwGKSpqYmmpiZaWlpoaWkZVIAZDAapq6ujrq6O6upq6uvrh3RdMTLxva/SuW4d8d+9hOrtJX3qFN0PP0z3w98g7e+7lKTTasbntOJzWvE6LLl/Z38Mpbhxpueq172uwiXpZsSgeB0Wrqtw4Wo7Te/99xP+n5+hez0ok074+/9J4q8/wy16hFAsSZEMtRDimlBtbWAyQfHADQWa1QpuN6qfFHdDkV1Scqjd5d4LzxhZWnL4hv2J6vFcPRAYqurq6iF1k2/evJkdO3bkfl+9ejXr1q1j8+bNBS/bZHa11kWbuf/vIumuLkKPPAKpvkvxxZ5+GtcffwzTAN9SVSiEceok+tx5ed0gFW47D7wn033y7OH+1x9fOsfLlz5wI9M99syat2fPkT57FpSB5nZjqqzEJMMtxAWVXgcP3bOY5D9/G3NPCM///QOc77wLdJ3Qj54gvGMn3v2vUnrPBymWLy5CXBNGWxt4PAOPx8zy+QoWZA523fKsIpsJs65JkDkCww4yn3zyyQH3tba2snv3bj7xiU8M9/RXlR3/eXlrZzAYpLm5+aprq4uLnFZzXh5MpRSqpwcsFnSHY8DXGcEgqSu0WMd378G6ZEneNpVMorq6MF58ARWNkj5yBP3OtxItKiZ1YUqQxaTzwHsWsLp2Fn/5o715r780wIwkkmj736D3O/+K5+N/CrEoyRMnCT3+7xT99WdQ5RXDTiIvJhdPvBf/6/sof+hrWHQd9cYboGsUf+D/YL91BZFnnsH+vveCBJlCXBsd7TBt2lUP07w+1MmTqHg8k35sGAIXhl8V2YaWqkzTNHxOq6xfPgLDfgJ/4hOfGHCCzooVK3j00UeHfM5t27ZRcqHla/fu3VdskRyoO97r9dLa2ipB5jAlT5wgtqOR2G9/i+YqomjtfVhvWoKprJ+WTl0HTYMBJkxcHqCqSATj6BHU/v2Z5fyARDAEv/o11C7jrLuMI6GLraJ3zCvhruvLcy2alwaYANrZs0Sfe5biP/4YRlMTJBKYy8tw3fthen/xv9j+8A9BgkwBaBYLvo0PwuE3M1+gsq3vLS1YS0qx/sWfEUVj4K9UQohCUZEIhMNog+lx8vkyr+noQJs1a1jX80eSF1olhz5C0OuUhOwjMewn8PLly3nqqacKVpDq6mqqq6tzwaHf72f9+vVs2bKl3+P9/Yz3AygpKel3XzweJx6/+G0kFAoVoNSTS7K1la7192N0deW2JV7ZjeO976X4c5/t0/VtKivDduutxHft6nsyTcO6fFn+NsNAHTrUNyg1DPQjh7Atz5+Vnm3RBAjFknkBJoBZGRTNm4vavTu3TXV0QncI99Kl0B0El3MI74Doz6SoOzYbutmE0d0NxiVLqKZS0NmBqbYWdEnILgprUtSdUaA6L6ww5/Fe/eCiIrBYoL0dhhlkBiMJiofYVZ5V7LDQKd3lwzbsiT+FHvdYW1ub1/q4atWq3MSeQti0aRMejyf3M3v27IKcd7IwYjF6/+3f8wLMrOivf03q2PE+23W3m+K//gz6hW+alyr+9KcxzZiRv9HpHPCbqDGvmlOxvi2iFW47D7x7QZ8AE4BkMrMk2eUSCbSzZ9GMgddjF4M3GeqOikTQfL7+W91NJrDZ0JKyRrEorMlQd0ZFZ2cmcLzCcKwsTdPA48HoaB/25fzhoa/2k+V1WGiTIHPYhh1kLl26dEjHXyl5e3+yYy0H6hYvGWBCid/v73ffxo0b6e7uzv2cOnVqSOWZ7IyuLqI7dw64P/rrX/e73TJ/PmX/8e8Uf+6z2G67Dec991D23f/A+aHfRy/KT/mg6TpaVf8ZA1IV0+iO9Z1ABFBRbO8bYAKGAm16/2N61PTppPukfRfDMSnqTiqFkUxl0qVo2sUfXUebOYt0by+atGSKApsUdWcUGF2dUFzcZ73yAXm80N4x7Fy2gUhy+EGm00J7SILM4Rp2d/k3vvGNwd8gQENDA5s2bep3XzAYpKqqiqamplxwebUWzEuPuzwhfH+pj2w2G7ZhDhqeEhT53YiXS6UH3GWeMwfXH/wBRWvWgNl8xftCKypCmc2oZCZvmdmko7lcpB1OlszIPOSVUuw/d/VuJVXsQZ85C3XuspmHug5l5SRLy2SMXQFMirpjNqN6etHnzM201mfvUcNAmzuXdCyGhiRjF4U1KerOaOjqgrLBL9qheb2olqMQDsMwkrL7w/Eh58jM8jis+MMJ0obCpEvDxVANO8hcvXo19fX1NDY25gV1wWAQv9/fJ9C7Wt7M5cuX570me/xAE3i8Xi/V1dX4/f4+k4+m6qQfpRQqHEGzmIc8C08v8WF/+9uJPf10v/sd73n3Vc+hWQYx5sXhgLvfTejCCgxKgWbSeaUtQuhCS+atc/p2v/cn5vHhrLkO7bXXckGrpmlo1dUEXV4s0pIpLjD5fET27sWxeDG60wnZgFLTwO2m99ARqJqPpFsWYnSpRAJ6etCqawb/Im8mZaLq6BjWyj+BSJLpnuE1OficFtJK4Q8nKHfLF4ahGnaQeezYMe67775+V/3ZuXMnJSUleV3q999//4Dn8nq9eav9QGYsy6XjPltbW2lsbKSuri63rb6+noaGhtwqP1u3bp2yOTJTx48TbdxJ/MUX0X0+iu5bi3nBgkHni9SdTtx164i/8gqqtzdvn+3OOzFfN4QPhCvQzGZ67S5eONOJoSCeHv64SQW8GTdT8+E1WIxkZmKRbiZqtdHUleS2KywkIaYWzWxGn389iRMnMJeWXsyMkEyS2L+fnrnzKZKGTCFGX3Zi7hWSsPdhs4PNhursgKqqIV8yEE4MuyXTeyG/X3tPTILMYRh2kNnc3MznPve5fvetXLmSJ598Mi/IvNpKPBs2bODhhx8GoKWlhbvvvjsvoGxsbGTz5s152+rq6nj44YdzE4S6urqmZJCZPHyYrvs/iXHJEIPYb3+L64//GNef/D/0QVZm8/z5lH33P4g0/JjYiy+gOYtwfeQ+bLff3n8Ko5HSwGbqOyy42GbmrpqyAZPAZ9nMOrOneUgAl0/ZuM01cBJ5MUVZLKR7wkR+9Rvizz0PZhOO97wb8803Y+gmhjD6RwgxTMrvz3zBG0KLpKZpKI8H1dH/Ah1XkjYU3dHkCILMTA9de0+cG4Z1hqlt1JIIXp5GqGoQ3z6utO54dunIobxmKjB6ewn94z/lBZhZvd/7HvZ33411kEGmpmlYqqsp/sxf4frTPwGzeVRXztGB/nq0zXomAe7VXJ5EXoiBKMMg8b+/pOuf/xXbLTdjv+f3wFD07tpN4r9+iHvzQ5hnVY51MYWY9JS/C1yuq6/0czmPB06eRCk1pPkgoWgSBbhtw0th5HVcWL9cZpgPy7Cbel555RVOnDjR775QKMSePXuGXSgxeEZXF/FdL+dvVEDagFSa+HPPofpZ9jHd1UXyyBGSra2kg915+zSLBVNZWcEDzEgiRSCSIGUoDEX/PwW9ohAZRlcXkf/9BebK6RQtr8U+Zw726iqKltdi8npJ/c//YJIURkKMOuX3g9s95NdpHi/E43DZcK6r8V9YUrJ4mC2ZZpNOsd0sQeYwDbsl86GHHmLp0qXcf//9rFq1iurqaoLBII2NjWzatImdV0iHIwpIqfxZ4WkDFY2iYjFQitTZc4S3N+BYtRJTeTkqHifx6qt0P/wNUseOAWC96WaKN3wOy6JFQ/qGOFTxlMGzLZ0smeEZcCxmf93nQoyUMhSW+fMpvvVWQt95lJ4jRwCw1S6l/HOfofflXcNOjyKEGBylFAQCaMMYV4nnwuSfzk60IQSp2SUlh7pu+aV8Tqus+jNMw36iV1dX09jYyLZt21i1ahU1NTXU1tayZcsWtm3bxi233FLAYoqBaF7vxfXBDYUKh1HRaC7ptPXmmwj94z/S8+gWjEiE5JEjdP3lp3IBJkBi32t03f9JUv0lNhdiEjCVllB0zwfwb6gndSHABIg378Vf/yDF936YpEXGXggxqiIRSCTANYyWTPslk3+GINuSOdwxmQAep4U2yZU5LCMak1lbW8vRo0c5duwYra2tVFdXD2rspSgck9dL8Wc+Q+f990MkirpkCTP7qpWkWo9BIkHk5z+n6GMfo/ffv3tx3eZLqN5eok/twFy3blRbMyHzbXagNEXFNrNM2BEFZ4TDRH78EzTD6JsNMxIh/sLz2G+4cSyKJsSUoQKBzD+G0V0OwDAm/2RbMouGmYwdMi2ZbSFpyRyOET3Njx8/zic/+UnWrl2LpmlUVVWxc+dOnnzyyUKVTwyC5YbFlH/vuzje+25MlZVYFi2i+MF6bHfeQfhHP8oclEqhenpI7H99wPMkXtmV6WYfZfvPhXj9bHe/P2Zdw2kdtfloYopS/gDxV15Bc7vRHA403YRmMqE7nWhFRcRf+h16eGhjvYQQQxQIZNKHOZ3Dernm8UJn55CGtvgjmZnlI0mk7nVaaJPu8mEZdpC5d+9eamtrUUpRV1eXW6Fn5cqVLF26VALNa0izWLAsWEDRunUU/fEfYX/P3USf+g09//qdvPGamtXa7zrjWaaK6YNLqC7ERGO3YSotxQj1ZFb5cdjR7HZUKoXR04teXo6y9V26VAhROCoYALd7+L1lHs+QJ/+MZLWfLJ/TSnsoLuO2h2HYQebWrVvx+/08+uijrFu3Lu/Nr6qqoqurqyAFFINn8niIPrWD8H//gPSp03n7zFVV6GWluP7ojwZ8vXPNajSztCKKycdcWUnRxzL3vkokMSJRjEgUlcwMHXF+5CPETfIFS4jRpAIBKBr6ij05nosr/wyWP5wcdvqiLJ/TSspQBCLJEZ1nKhp2kHn50o2XfzMZ7XF9oi9TRQW+zQ+hl5bmbdfLy/F9/euYSkqw3fYWnPd8MP+Fuk7xX/wllgKt6iPEeGS54w6ca9fkbzTpFD/wWboq545NoYSYInIzy4exLGSWZreDwzGkIDMQjuMaYUtmSVEmSD0v4zKHbNjvfHd3fm7Fy5uR9+zZwyc+8Ynhnl4Mk3XhQsq++x+kjhwlefIElrnzMF93HeaZMwAwlZXh/qtP47xvDYnmvWhWC9ZblmKaUYleVLiVm1U6nenSsFrRHJk1Y21mnbtqrrxykEz6EaMlPW06zs9+FtfH/wST1YoyDIy0QbqsDJfLI/eeEKMpGs3MLHePoCUTLkz+aR/04Z3hBCUjXLUjuzhIWyjG4sohLIcphh9kLl26lBUrVvD5z3+epUuXEggEOH78OM3NzdTX17N9+/ZCllMMgXnmTMwzZzLQCDOT14PJ68G6aNGoXF/FYqiTJzGa9kBZOaZbb0W70M0hxFhKe7xYMFAvvYiyWDDd8VYSw0inIoQYmtzM8hHWN83jRbUcRRnGoFYN8ocTzCsdWQOKx2lBA853S0vmUA07yFy5ciX19fV8/OMfz2vV9Hq9bN26VfJkTlEqFMJoakKdPZPZ0N5G+qnfoN9xJ4bHx7PHgqRVZuna/j4e7qopk6UixagwxaIYB98kdvDAhS1R+NWvoHYZft80SkqK5d4TYrQEg5kP/mHOLM/xejNp+IJBKCm56uGBcGLEE3/Muo7XaZHu8mEYUf/Q6tWr8fv97N69m0cffZSnnnqKrq4u7r333kKVT0wgKpHAeGXXxQAzK5HA+O0z2OMxUoYiGEmQSBmyhKS4pkzHWuFCgJldxhSl0Jr2MC0WQoaRCzF6VDAwvDXLL3dhuWPVfvUu83gqTTiRHtFqP1klRZIrcziG/X/7scce45Of/CSQmQS0bt06Vq5cWbCCiYlHs1rR5szpf6fDQcJkojuaxFCKnlhSAk1xTanplcCF4BIFqAv/hrjThWQnEWL0qGAQCjDuXzObwV2Mam+76rH+8MjWLb+Uz2nlnHSXD9mwg8wdO3bgkXF24jJaeUW/29Oz59AaVhiXPMkl0BTXUtpmv5ALU2VmqVosgIKSUtpSMulHiFEVDMIIZpbn8XlRbVcPMruyQaajMC2Z57qjIz7PVDPsT9YVK1bw0EMPDbh/48aNwz21GGdUMonR1oYKBFDGVUJChyPXnZGVSivOuMr7zTEmgaa4Fs53RzkZA2bPxjxrJo4Vy3HefhumslJSVdUc6k6QMqQpU4jRoBIJiERGlL7oUpqvBILBq65Q5+8tXEtmSZFVJv4Mw7Df+TVr1vDII48Ame7ykssG4DY2NrJp06aRlU5ccyqVygzOjsVQ0SjY7ajWFtT+/WAyod92G0yvRLPZ+n29Zrejr7gVAn4AkmlFZ2+cw71pnN7+r9kTS+K2W7COMIWMSiZlxSLRx/nuKF/8+Rt87La5zFm0CHN7G5qugVLYFi9GeXx0HenmfHcMHSh19X9vjyYjFkO3y4pDYpLqDmb+W6iWzJLMynWqrY1UKk3kySdJHTmKVuzG8a53YX/ve9B0PdddXqgxmaFYimgijcNqGvH5pophB5nV1dVX3C/J2CceFY2QPn0G3e3OpB/y+9Gqq9FKS1EmM6SSGC+8gFZVhX7TzQN+K9UrKqCigkQqzQtHOvn27iP4w36+9qElA147lkxjMQ0tyIwkUsRTBhaVxh4KQmsr6oYbCdscKJXJuSnroIuucILOnjhL3Bra2dOgFMbLL4HZjLbiVkxnz/C+OdM5nUjRG09dsyAzkkiRMgxc0TDqtdcwrp9PvNhHTM/cs3L/islCBYKZf4xktZ9LOZwos5nuTQ8R/t9fohUVYaqaR9hWxKnW/8Tc+ByzP/VndIaT2Mw6dsvIg8LSokzqibPdUWrKC/R3TAHD/gSrra1l586dA47LXLt27bALJa4tpRSEQhinTqIrMF58AVQmz5A6eBDl9aGvWI5x4CB0B1HHjqGqqq7a9WE1m7itupTuaJKHfv0moWiSBWV9X1NkMzPb58Bi0oeUEDueMugJ9lBy7iSx/a9nZgqfPoN++528mbIyf7pHUtIIFk4vZtOHbsJp9MK5c6gTxzM7UinU889hWbSIiunTsRYXUe6+dq2JWjKOMxAg/exvIRKBo0ewLK0lPa+a587HuL2qVO5fMSmo7iA4HAVbtliFw/i//18kW1px/MFH6bpnDYftJfToF1ss9wWg6VjniNMXZWW/fJ7rjkmQOQRDevePHz9Oa2srLS0tfPrTn77ixJ/169ePuHDi2lBt5zGeew59+XKMp5++uMNiyQSbwQDG66+jzZiZ+bAwmdAGmVC3yGbmPTdMB+DLvzjQZ//Ns7x8+YM3UDGMh7srGcPa/DKqs/Pi3xKNoj+zk8U334JeUQTIU3qqM+kaNRUu1L4W0seP99mvHTyIPnMW5RXl16xMRjiM9fDhTI9BdjKcUqjmJuxnTrPqrW8nfM1KI8ToUoFgQWaWQ2axD/9n/prUyVNY77mHV1f/Ke1mJyXpOIuTQVxGEiMSof3FVwgU34Suaxz3h5nnczKSPGUl2ZbMoEz+GYpBB5kmk4na2lo2btzI2rVrrzqzXNIZTSCJJCSTqGB3ZtJOMJjZfqE1E0CbNQt1JpP/UpsxMzPBZ5CcZi0XaD706zdz27MBZqVn8Oe6lFIGyu/vbwdaMIihy7gZkWHSNYwZM1C6jnHJ5DWNTEoU3ee7tgWyWlEB/8UA02QCw8gEmp1dmWVZhZgsgkHweUd8GqUUga98lcSBg2if3cBLt7yNlGblhkQQn0pcPNDpYNayJRi/OoK7YjatXRGSacX8sqJhB5oWUyYhu6QxGppB9016PB527tzJhz/8YUldNMloXk+ma/zc2fw8l4YBpsz3EM3jhZ6ezL+rqwfd7aHCYYzXX8fR2837bpjGg+9dCAwcYKp0mtS5c6ROnyadDXYHkLTY0S7kPrxcau48ksi4YHGRVlSEVuxGv3BbaGSeN1plJdpIVyEZIt1iQau5DjQtk19W0zKT1nQdbdYszqXlC5KYHJRhQE8IrQDjMcM//BGxp3bAn/8lu257N2gaN7e8lh9gXqCXlBAqnY733AkqIwFOBaOcCERGdP2yIqu0ZA7RoFsyly9fTnHxxYXhd+7c2Wdyz7ve9a7ClUxcOw4nWsU0VNt5tAULySVy0TQwm6G0FHw+9Lvfndk8iG4PZRioYADjxRchFEIdPIBtxQp+b8FMfM6bWFjp7hNgps6dI/LkT4j8+McYoRCWxYsp/su/wHLjjej9tJwmNR29qhr98hWGzGaiNgfXfo6wGNecTrTqGjhwAP3CXa6hoV83H8167YdVaG43mt2eScNiGJmA02JBnz+fo8E4y4oL070oxJgKhTL39whnlicOHCT07X+CD/4+u++6B5MyWHz8DaxBP8yZ1W8LZUC3UVlkx/mzJ5n2p+tp6YrgtllyXd9DVeKycXqEgepUM+gg8/LZ5NXV1bS2trJmzRruu+8+6uvrC144cW1oFgva/Pmozg5Uby/6W9+a+VBwODMzcIuK0AaxRmyWSiRQp05hvLIrcx4Aw8DYtQvTrFncVbsc3Z0fNKY7Own+zRdJNDfltiX376frk39Gybe+hf2td/a9DhAvcuOwWC5eB9BnzeJ0HGqG9jaISU7TNPQFC1DTpuVvv9Zd5VyoIz09UFEBp05lusu5MAlP07jNZ6ZvVlkhJh6V7ZEaQZBpxGIEvvA3UFPDvo/9BYamcWPwNDaHHdWegHAvXDZPQClFMG7gmV2JcWIPJfuaiNxQyxttIW6b68NiGnpvQVmRlQPnQsP+O6aiQQeZvss+iKuqqqiqqmLt2rU89NBDfbrQn376aWnZnEC0igpMv/d7+RvNlszKKEOl66jTp/MCvyx16jTagoXEDx5Ec7kwTZ+GqaSE1PETeQFmjmEQ+ta3sCxcgKmsrM/uIxGDue+4O/8lmsb5QFKCTNGH5najuQc3aW00Gb29GPv3o8+dgzZz1iV7FOnXXsO6bLkEmWJyCAYzPWID5FYejJ5//Q6p8+dpffxH9Fgc3BQ8hc1IgzPTEKK6uvpMRo2mFHEDPG4H1oULib/wArOXLeNQSHG4o5cbpg992F+Z28a5N2MopSRN4yANOsgMDjA+zufz9TtGc8eOHRJkTiDaECbyXPVcZjNaTQ3q9Kn8Hek0yu0m9N3vEtm2HQDL4sX4vvoV4vteG/B8qdZWjO5QnyDTZtZZNKP/Vqg7vQwpHZIQ15Lh96PNnUv6uWfzVy0xmTHNn0/q3FnsFdMGPoEQE4QKBsHlHnZQltj3OuEfPUHn57/E2dIZLAidoyh9YQymroHbjersRJszN6/LPJDINHK4LTqWJUtIHj6CevllZt7+Nk4Go1S6E0PuNi9z2YinDDp7E5S7ZUDWYAw6yGxtbeXEiROZ7pxLBIPBPtuDwaCs+DMJKaWgtxdstquOYdOKi0HXL7ZmKoURDsPcecSefiZ3XPLAAfz19RR/+q8GPpnZjGbu27XhtJolj6CYmGw2jN5eVCKB5ivBdMcdGK0tGAcPYrhc6FYrNknELiYBFQyAa3jji1UySfCrXyNy510cum0llZEgZfHevGM0rzez5HF3N9olSxr74xeCTKuG5rBjWbiA+K5dlNx5B36biUMdvdzm9A0p+M0GlqcDEQkyB2nQn2I7duzod5UfpRRbt27ts+1aNyUHg0G8l62ZLQpHJRKojnaMl15Cq6pGX7ToyhOAnE606ZWoC5NyVDqdWb8WMC7JawlklgOzWjJdKqlUn1PZ77ors4qQEJNFKkX4f36K+73vQXMVYbz0Itq8KswrV5L0B/NyvwoxUSmlIBhEqxne4KXe7/8n8fNtvPnwVpypBPPC/dQLhwNsdlTbufwgM5ZJA1ZsyfRoWRYvJnHgAIk9Tcy87XYOtfdypjvGLO/ge/HKLyRkPx2MsnTOtR/LPRENaeLPYCf3KKX4xje+MeTCPPzwwwDs3r2b6upqNm/efMXjGxsbufvui+PxqqurBwyGxfCpcBjj4EHUoUyOS3XoTdLnzmG6807wetH0vt3SmtmMvmIFpGuBzBi09KFDRH7xv/1ewwgE8Tz4IN1f+9rF3IGAqbIS95//Wb+zy4WYsFIp7LfdBskkxq5dAKjWFlTAh+n6BSSOHR/b8glRCJEIJJPDWk4ydfIkPf/275z80iNE7U5uDpzMZYXIo2loJSWoc2cz17uQjswfNzBp4DBfyPXsdGCuuY74rl2477idEqeVY11hKt02TINc0rjIZqbIauKUX2aYD9agg8xVq1axbt26QZ+4tbV1SAWpr6/PCyrXrFnDmjVr2L59+4CvCQaDNDVlJot4vV4JLkeBiscxXv4d6vz5/B2hbtJP/QbT+94PA+RNvXTZSaOzE3/9gzBAkmnTtApsd9yOZdFCYk/tIN3Rge2tb8W65EbMM2cW7O8RYjzQvV5MkV7Sbx648KVKAxSEeuDsWewfvnesiyjEiA13ZrlSiuBDDxO88x2cvulWqnvacaavMBXO44HOjszSyAsyuZj9cQO3RUO/pFfVsngR0SOHSL1xgMrFiwlEE5zsjlJVMvju/IpiO6cCkitzsAYdZF6tVfFyGzduHPSx2TGcl3Z5b9y4kWXLltHa2nrF4LG6ulq6yUeT1QqlZXB5kAmZZScHmZTdNH069ne8k9jOxj77zPOvw1RZiV5UhHXRIqyLFmUS+HZ3D/r8QkwkmteLXl5B+uRJNLs9M/EulcYI94LdnknMLsREFwxkxuYPcbGD6G+eInLgIIe/91O88TDTY91XfoFJR6uoQJ05gwoE0Hw+umJpiq35LZQmnxfTjJnEdr2M+6YllDmtnPRHmO1xYB5ka2a5y8bJLln0dbCGtOLPUAz1+NbW1rzWz2xgOdQWUVFYmqahzZrV/745cwe9vKReVETxZz6N7a1vy5sBaFm8GN/mzZjKL64brWIxVGsr6d/8mnTjDoz2dlQ/YzWFmKj0C0nXdY8HzWqDeBxQ6B4PphuXoJWWjnURhRgxFQxCUVG/Q6oGYoRChP7hmxx78CukrDau620f3NptHg+4XKijRyEepytm4Lb0va5l4QLSZ86QPnuWaW4bBnBqCKv4VBTbOCHd5YM2LpqJvF4vgUAgb1s2uLxaF/i2bdsouZAofPfu3QO2uMbjceLxeO73UEgSqg6W5nBkgslofkXU5s4d0oeHecYMfF/9Mulz5zG6g2gudy5PZpbq6SHd3Ixx6mRmQyqFseMp9JtvITW3iqjJgs2s45SZt9eM1J3CU4aR6SWw2zMZG3Q9022eSqHPnk00EgOrVe7zCW6q1x0VCAx5PGbon/+FzkU3c37pbVzX04bNGGQDg6ahzZiJOn4M48AbdEZnUeboW39Ms2ajF7mI72nCec8HMq2ZwQhzvI5Bjc2scNs5F4yRTBtYBtn6OZWN20+wLVu2sGrVqqt2lVdXV1Nbm5lc4vf7Wb9+PVu2bOlz7KZNm/jSl740auWdSIxwOBPodXWhOeyYpk3DNO0KOfmcTvSbbka1tV3cpmtoRUNf71mzWjFXTof51/UJUJVhYLz5JsapkyRSlyVy39OE4fLwYtjMnVWlkrroGpK6MwoSCYwjh9FvvBHV3n5xu66TDgZJ6BaUxzsm97lKJCAWy2SIkOEqIzLl604gALNnD/rw+GuvEfrNDo5+93/wxcNUxIYYlFvMaHPmok4cp6s3QXU/HW2armGeP5/kvtdR7343FS4rHeEEZ7pjzCm5+jNtWrGNtFKcDUaZWypLv16Npi5PfDkONDc3s2bNGpqamoY03rK1tZWamhoCgUCf1/X3jXL27Nl0d3fnrck+2aU7Ouh5dCuRn/00NwnHVFmJ76FNWJcsGdVrq1AIo2kPqr0d/S23oVVWol22CoTR1kZqx1N9g0yTicjK9/BSV5K7asrwSZR5zUjdGR2pN97AOHoEUpdMhtN1sFk5e/NteHzua36fq3AY48AbqCNH0G6+Gb2qGm2I4+nERVO57qhYjPR/fh9taS3ajBlXPz6RoOMP/4g3/2Ad7bfdxdLAycG3Yl4mnUiy8sUE9zpDvHWmC628LG+YlhGOEGlowPH+92NbsZwTgQi98RR3zCtF16/cOd8eivHpJ17l+39yK2+/vvyKx4px2pJZX18/5AAT8sdxZls3s2w2G7YRLGs1Gah0msiTPyHykyfztqfPnaPrU5+m/PvfwzyEb52Dvm4yierqwnjxhUwLCWC8+ALavHnoN99C1GonfiGoLLLbwWLBrPJnEhqVlZxOFLxoYhCk7hSeSiZRuo46dqzPPu3GJZSSwLiGuYaVYUAwSPrFF+BCl6569VXSZ85iestboLhYltEbhildd7JD4NyD6y7v+e736CiZxrk73kXNULrJ+7u0MmOQxOuyozraUZEw+uxZYMqEPHqRE/OsWSSam7CtWM40lw1/JMn5nhgzPFeeZ1DqsmHWNY53hXk7EmRezbgbUJDt7r5agBkMBvH5fHkTgwZa+lJkpM+fp/eHP+x3n+ruJvnGG6Nz4d5ejJ2NuQAzd83jxzFe2QXJJM+2dPJsSyd7/QmS02eQTBu5H4DUvGrORWTyj5gc0ufPE3vpZfCVoBQotMx/FRgOJ9H9B3L3/jURDpN+6je5ADOno530M09n8g8KMQQqEMi0Hg5iTGby6FG6f/gERz/3d3gSEaYNtZv8Mp0XVvvxeF1o06ZDNIpx7ETeYh/m+fNJnztH+tx57BYTHruZE4FoXp7m/ph0jWnFdo51ygzzwRhXLZlbt26lvr4+r0UyGAz2aZXMWr58ed6YzWzAOdDxU52KxVBXGHiebG1lVFKeWyxgy86gzafNmk1SN2E36yzzWTChUEtuIl15MTem1WIiYneRjEpTppgcVCRC+Je/xPa3f4OOwlRRjhGJkj53nujBg6SVjvmt17Dl0GoFnw/6WWlImzZt0FkkhMjKTPq5+sxylUoR/NKXOb7+MyRcxdwQODG42eRX0BHPBIoeiwYWO9r06ai2NoyTp9DnzQNdwzRrFrrDSXxvM87K9zPNbeNwR5iOcCK3ss9AphfbOS5pjAZlWC2Z3d3drFixguPHj1/xuPvvv5/58+cPKmdmQ0MDwWCQ1tZWGhsbaWhoYPPmzXkB56XLV3q93rzVfiAzyHqo+TynEs3uQL9CC7Gl5rrRubDTiTZ7Tv9lKi9HNwzucBk4n3sa6zONGN0hjpjd7Ija2RG1c6a4nF2dEmCKyUNzOkn7A8QOHEB1dJDYtp307t0YJp3Qz36Bae5cjGs4XF6z2dCvm9//vqqqIWWREAJABfzgdl/1uN7vfZ9Os5Oz73wfcyNd2EfQTZ7VmVCYNHBlm9GsVrSKCohFUefOARcmANXUZCYAJZMUWTOr+ZwMXL3VfrrHTkuHBJmDMayWTI/Hw4MPPsi8efNyKRkuH8T84IMPcuzYMZ566ikaGhp48skn+fCHP9zv+YLBIGvWrOl3X3ameGNjI5s3b6auri63b8OGDbmlKFtaWrj77rvz9ot8psrpFP3hH9LzL//SZ5/u82FZvGhUrqvpOtq8eaijR/J3eL0osxlH6xFizXvJzkHTn32GhQsXMW12Nbs64yjobzExISYsffp0Krb8K0ZTE8brrwOgzp1DCwSY9oWN9Eybec3v+X5zc5otaMNYElAIAoEBGxeykocOEfzef3Lk8e0UJ6JURoMFuXRHTOG1kLfaDzZbZvnJri4odqO53ZjmX0di/+ukDr2J5cYlVLisHPNH6Y4m8DgGnnRX6bXz6/3niafS2MymgpR5shp2d7nf7+c973kPO3bsQNM0Vq1axfbt23PB5o9//GO2b99OVVUVDzzwABs3bhwwyPR6vVxtkntdXV2/AeSGDRuG+ydMOZqu4/zgPRh+P+Ht23PjU0xz5uD7+tdGZdJP7tpFRWg33Zy/rawMQt0Yr73aZxyM9uZBSux2SosqKbaZuaumLLfPZpZWFTGxaek02tGj0B3MrSgJoKWSaAfewDKnitS1nmdjt6MtW55ZazpbzqKiIa/WIoSKRDJj8K/QkmnEYgS+8LecvP+viRd7WRQ4OeJu8qyOuMp0lV/O5YJoFHX2LNp18zF5PJgqphFvfg3LjUvw2C3YzHFOBqIsuUKQOcPjIK0UJ7sizJ929dbaqWzYQWZTUxOrV6/m0UcfBTItjfX19XznO98B6LMcpKwrPj6Yyspw/8Wf41x9byZPpt2BaVpF3oo7o0FzuTD1kyJJBQP9HJ2RKisnFEhi1jVJWSQmFc1uR82di9HRgcnuAGWApmFoOmm3m64U+K7xbG7Nbse0cOE1vaaYnFTAn/nHFYLM0Lf+ka7iUk6/6/3MC3fiuNLa5EN0Pqbw9hdkalqmNfPMGVRnJ9q0CszXXUf8pZcwurvRPR4qXFZOBWNEE2kc1v5bKWd4M2OUj3b0SpB5FcNuEqqpqWHdunVUVVVRVVXFunXr+ky4ubQLXdJfjB+6w4Glqgrb8uVYb7xh1APMK7I70Hy+Pps1p5NubVzNSxOisKZNJ60ggUZCM5FAJ6XAmFvFicGvcifE+OP3g8kERf0nK4827qTnF7/kyMavUZyMMaNA3eRZ7XGFzzpAzGE2Q3ExqqsTUinM8+aB2Uzy1dcAKHFYMelwMjjw2Mxiu5liu5mj7b0FLfdkNOwg0+/399km64yLodLsdrSa67Ca9fyfmip8JR7uqimT7nExKSm7HavP0+fet82ZzS0zPXLfiwlL+f3gcvfbuJQ6cZLgV77KifovEXe5ua63rWDd5ACGUnTEB2jJvEDzeEDTMq2ZVgvmeXOJ783MC9B1jfIiG+dCMZLpdP+v1zRmeB0cbpMg82qG3VRUXV3NihUrWLVqFZDpLl++fDmhUIgtW7bg8Xh47bXXuPnmzDi8o0ePFqbEYtIxzZyJftnydVpFBcVXGBMjxERndRVh3H47hHoubtQyy7XK8BAxkamurn67yo1wGP8DGwi+5a2cufXtVPe0F7SbHKAroUgpKLlSFdL1TGum349WVobluvlEjx4lfeIE5nnzKHdZaeuNczoYo2qApSNneh0captaa9EPx7CDzHXr1uHz+XJpherq6li1ahVbtmxB0zSOHTvGmjVrWLZsGY2NjWzfvr1ghRaTi+bOzPQTYqrRK6ZBxbSxLoYQBaMMIzOzfNr0PtsDf/t3xHp6OfSXG/EmwkyPdRf8+udjmVl0JQN1l1+guYtR3d0ofwB9WgW620OieS/mefMw6zplTiunglHmeB2YTH17FWaXOHnuSAfJtIGln/0iY0SD3lavXs3q1avztj3wwAO5f2/fvp1t27axbds25s2bN5JLCSGEEGK8CwbBMOCytIahf/pnYs8/z7EtPyBttnBd4FxBu8mzzkUHF2Ri0sHlQvm70MvKMM+/juS+faj3vw/NbqfcZaUjnOBsKMZsX98MC7N9DpJpxfHOsEz+uYIRh99PPvkk9913HytWrOC+++7j3/7t33L7PB5PbnKQEEIIISY31XVh1ahLgszeH/yQ8H/9N8ENf8P5GfOo7m0f0drkV3IupnCZwW66egirFRdDOo3qDmKuqUGl0yQu5K21mU2UOC2cCEYwjL4pFmeXZALPg+d7+uwTF40oyFy7di2f+MQnUEpRVVWFUooHHniA97znPYUqnxBCCCEmCNXZlVnlzWIBIPKznxH65rcw1tzHwTvfTUU0RHl89CbMnIsalF6tFTPLYgGHE+X3oxc5Mc+aRaK5Obd7mstGIqU41xPr81K33UJpkZWD52Rc5pUMu7v8kUce4b777mPbtm199j322GM88sgjfO5znxtR4YQQQggxcaiuTvB4AAj/5H/o3vQQlne+g6aP1mEx0lSF20f1+qeiavBBJqC5Xaj2dohGMc+fT+zpnaTPnsU0YwZ2iwmvw8Jxf4RKtx1dzz/vnBInByTIvKJht2R6PB7uvffefvetW7fuqiv4CCGEEGLyUEpBZye4i+n5/n/S/fVN2N7+No7VfYaQxc6CnvOYRzk2OB0xKLcNYbSnwwFmM8ofwDRrFrrTRbzpYmvmdLeNeMrotzVzXlkRb5wt/OSlyWTYQebVkqv7+kmwLYQQQohJqrsbFY3R/f3/pOef/hnH+99H8E/u55i7gqreTlyp+KhePpJSBJIMLcjUtMwEoO4gmlIXJwDFM2V1WEz4HBaO+fuOzZxXWkRnb4K2UN8AVGQMO8i8Wt5LyYsphBBCTB3JN/bj/4/vEd3RSNHH/ojUh9ewt2QO5bGeUUlXdLlTF2aWV9iHNm9dc7lAKVSoG/P116NSKRKv7cvtr3TbSKQMTgfzl+KqKsvk0Hz9jLRmDmTYQeZ9993He97zHp555hlCocyYhFAoxJNPPsmKFSv4yEc+UrBCCiGEEGJ8UkoR+elP6fh/Hycd6qb4s3+Nfudb2VVahc1IUdNT2FV9BnIibAAwbSgtmZBZatLhQAWDmQlAs2eT2LObbM++zWKi1GnlWCBMMm3kXlbmsuJxWNh3WoLMgQx74s/SpUt54IEHWLduHceOHctt93q9bN26lVtuuaUQ5RNCCCHEOJU+f57A579A7De/wXr9fBx3r0KvruJ3pfOImyzcFDiFiWszR+N42MBnGVz6ostpLjeqox3icSwLFxJ96jekTxzPrG0OzCi2EYgmOOaPcH25K/MaTaO6rIhXTwUK+WdMKiNKxr5q1SqOHj1Kc3MzTU1NVFdXs3LlykKVTQghhBDjkEqnCf/nf9K9aTOa2Yz7r/4Kc3cAysvZ551Np83N4u4zOIzCLht5JcfCBtOG2FWe47CDrqOCAfTK6eheH/Hf7coFmWaTznS3jdPBKDOK7bhsmfCppsLFU2+cRyl11bkqU1FB1kKqra1l3bp1eQHm448/XohTi0FSqRTpzk7SweBYF0UIMQRGPE66sxMjJKlQxMSQ2L+f9g/cQ/D/+xusb3kL3m/+A7ZFC8EwODJ3EcddZdT0tuNNRq9+sgI60quY6RhmWKPrUFSECnajAZZFi0geehMj4M8dUuGyYTfrHGrvIduXPr/CRSiWoqUjXIC/YPIZdEvm008/PeiTBoNBtmzZwic+8YlhFUoMTbL1GJEnf0zs+RfQnE6K1q7BdscdmKfJmshCjFcqlSJ59Cjh//4BiddeQy8pwfV//y/W2qWYSkrGunhC9KFiMULf/BY933kU08yZeL76FSwLFmT2HT3K8ZobOVg+j9nhLqbFru2XplBS0R5XzHAMvzVRc7lRPT2o3l7MNdUkmvcS/90uHO9/X2a/pjHL6+BoZ5jT3TFmeR1cV+FCA5pO+LmuwlWgv2byGHSQuXr1aoLBIF6vd1DHd3fLQNhrIXn0KJ2fWIe6pBWk+ytfxXbbbXi/9HeYysvHsHRCiIEkXnuNrj/7c0hmuhPTp08T2LCBoo98BPcn70d3y3rIYvxIvHEA/1/8Baljx3GuWYPjg/egmS+GECfMRey7cQWV0SCzI/4rnGl0vNmTmZAzZwRBJlYLWK2oQBDd7caycAGJ5r3Y3/EONKcDALfNTFmRlaOdvZQ4LTitZuaVOtl9IsB9K+YU4k+ZVAbdrrx8+XIMw8Dv9w/qZ926daNZbgEY0Sg9j/9bXoCZFX/5ZZJHJI2UEONRustP9+aHcwHmpcI/+hGpM2fHoFRC9KWUovf7/0n7730AlUjgfWgTzns/nB9g6g72LlxBRbCdqt6OazKT/HIHQwYOE5QNdWb5pTQtk86otwdSKSwLF6JQxHe9nHfYzGI7FpPO/vMhDEOxYHoxL7d2jfAvmJwGHWRu3rx5SCdev379kAsjhsbw+4k/99yA+6O//OU1LI0QYrAMfxepK+QSTu7dew1LI0T/VDxO4LOfI7jx89jf+Q68X/sa5jn5rXUtJhfNtjKmnTvBdd3nxyTABNgXTFNVpKOPdPJNUabLWwWDaA47luvnE3/5FVTsYsJ1XdeYV+IknEhzqL2HxZVuTgeinAle2zGoE8Ggg8ylS5cO6cRDPV4M05UqlHlEyQOEEKPlag9Ck+nalEOIAaT9ATru+yiRJ3+C6y/+AtcnPoFmteb2K+B1s4d9Vh8zgm1UH92H5nAUtAz+hOKFzhTHw8YVj0sain3dBjVFBQhxTTqa04kKBkApLDfciEomSOx6Je8wp8XEbI+Dcz1x3A4LGvBSS+fIrz/JFGR2uRgbelkZjlWrBtzvvDBYWQgxvuhlZVgWLep/p6ZhXXrLNS2PEJdKnTlDx+9/iOShQ3i++EXsd709b38SjZetZRw1u6lK9TCv5Q20oiLQC9eO+dMzSda8FOXzryf42CsxvvRGnGi6/3yb+4IGcQMWugsU0rjcEE+gIhH0IieWBQuIvfQSKpLfUllaZGWa28rZnjizShy8cESCzMtJkDmB6TYbRf/vj9HLyvrsc6xahbmmZgxKJYS4GpPXi6d+A5rT2Wef6xMfx1RZOQalEgKSLa10fPBDGD09eL/6FSwLrs/b361ZeMY2jQ7dxuJUNzMTPdDbkxnLWCC/OZ/i7w8nubVE50uLrfzhHDMvdKZ54LU4sX4CzWc70/gsMHMkk34uZbeBxQL+zAQm6003QTpN7IUX+hxa6bZT6rRS6rLxzKH2PuubT3XSnzrBWaqqKHv8MaKNO4nt3IlWVETRfWux3nwzptLSsS6eEGIAlhtuoOy73yX6058Sb27CVFZB0R98BPOChegFfGALMVjJQ4foWPsRNLsdzxe/iKn0YiotBRwzuXjd4sWhUtySDOBQaVQgmMkZ6SpMNoRTEYNHDiV4S4nOmllmNE3j1hIT5TaNf21J8uUDcb5yow3ThSEn8bRiZ1uKFSWmwiVD1zQ0txsVCKAlk5mxmTfeQPzll7GtWIbuK7nkUI3ZXjtLZnp49WSQhldPs3rprJGPDZ0kJMicBMxz5uD6k/9H0ep7wWxG76d1RAgxvmgmE5brajD/1adxhcNgtaLb7WNdLDFFJQ8ezASYxW48X/gbdE9xbl9EM7HX4qPd5KAyHWFeqpfcqGG/H+z2TPqfEVJK8feHErjMcO9Mc17QWFWk88dzzTx+LMU/Hk7ymestaJrG/5xJ0ZuCO0sLPI7Z5YJAAOX3o02bhuWGG0kdPkr01zso+uh9eYdqmsaKuT5+3HSaX75+njK3ndvmleC0yNhqCTInCU3T0IqLr36gEGJc0UwmqbtiTCUPHqRjzX3oXi/Ff/OFXI7WTOtlEW9YvOgoFieDlBiJiy80DFTAj9bPkK3heKEzTXPQoK7KjK2f9cdv9Ji4bzb86FSKQNJgRYmZx48luaNUH1nqov7oOmRbM8vK0SxmrCuWEXv2WZKHD2O5Pn8Ygdmkc9MsD0fbeghEEvzy4HmWzvBSXeqc0stNjqsgc+vWrbl/B4NBNmzYMCqvmerSwSAq1AMmHVN5ed6MQSHEtZXu6kKFw2A2Y6qoyMs/KMRoSxw4SOeateglPoq/8Dfo7sxQjaBm4VWrj4BuY1o6SlWqFzP54w2V3w+GAQX4kpQyFI+2JFng1rjBM3AL4O2lJuwmePJ0imc7Etzk0fn9maNTZ7Ti4swKQIEAWlkppnnzMB09SvTnv8D853+GdlnPw9I5Pl5u9VPmtKA0jVdOBTjS2cvSmR6muadmL8W4+TTbunVrXpDY0NBAfX39FfNzDuc1k1kkkSKeGjjVg12l0Q8dpOcfv03i9dfR7HYc738/rj/+GObZs69hSYUQsWCI9N5mev/5X0i1tqK53ThXr8Z274eJ+cqwmXWc1nHzES0mocT+/XTe99G8ADOBxkGLh1aTC6dKsyQRwKP6LhoAoDo6wOEEm23EZfnV+TSnoooHrr96t/tSr4mbPDrxNDjNo9hKaDZDkQvV1YlWUoKma9huv53oT39G9Fe/xvmh3887fNF0N0U2EzsPtvPn77yOymI7RzvDPH20kwqXjRunu6lw2aZUy6amlBoXU6FqamrYsWMH1dXVuW0+n49AIFDQ12SFQiE8Hg/d3d0UT5KuqkAkwbMD5OmymnTeGT1L4JOfhFQqb5+5ah4l//zPmGVGqxiEyVh3xkLvr39D+wMP9tlue8ut9D7w/1Exezo+p/QyTCbjqe7Em/fS+Yf/F1NFOcWf///A7eKEqYg3LB4MNGanw8xIRwdOQROLYextRqucASW+kZUlrfjoy1HmOHX+eN7Ix3YWVDKJOnsWraIiNywgefQo8RdewPmhD2O9+aa8w5/YfYr9Z7r52V/eiVnXUUrRGU5wLBClN56i1Gll8XQ3M4vtUyLYHBcpjILBIK2trXnBYnZ7c3NzwV4zlc0xp+j953/pE2ACpI4dJ3ngwBiUSoipKd3WRu+3v93vvviuVygNdlzjEompJPbcc3SuvQ/TjBkUf+Fv6PCU8rRtGq9aSygxEixL+Jl1pQATUOfPZxYN8HhGXJ4fn04RSML7K8dhy73FAi5XptX2wvPTXFODueY6oj//Oelz5/MOv6OmlK5wgucPZxp8NE2j3GVjxSwPN1UWkzIMnm/t4n8PttHSFSY9yVMejYsgs7W1td/tXq93wH1DfU08HicUCuX9TCW+dJzEvn0D7o/99tlrWBoxkUz1ujMajGB3n4fTpdL7Xy9kXmsxRsZj3Qlvb6Dzj/4Yy8KF8Ld/x+98c3jJVoEG3JzwMz/Vg5Urr7BDMolqOw8+H5hGFkYEE4rvn8hM3ikv9OSdAtE8XgBUW1vmd03Ddvtt6B4v4R/8N0awO3fs7BInNeVF/OCVk/nn0DTKiqwsm+Vl2UwPNrPOKycD/OyNcxxo6yGRvsp7PkGNiyDTfyHh6eVKSkoG3DfU12zatAmPx5P7mT3FxiCmod/Ez1mSU1MMZKrXnVFhsWRmrw5A83iY3O0bU8N4qjsqlSL41a8R+KvPYNzz+xz624d5xj2HHs3CwmSQJckgbtW3p6vfc505DYBWOvJZ5VtaMrPV3zt9HLZiZplNaD4fKhhE9fQAoJnN2Fe+E9Do/e73MLovBpp3L57GvtPdNJ3of+iex2Hhpspi3jLHi89hYd/Zbn66/xx7zwSJJNLX4i+6ZsZFkHktbNy4ke7u7tzPqVOnxrpI19Rpiwvn739wwP32u+++hqURE8lUrzujwVRRju222/rfaTajFi1mfIyWFyMxXupO6sxZOtbeR/vPf0XLP/0HL/3JX9NudlCT6mFp0k+ZkWDQbYjhMOr8ebSycjCPLA/k3kCa/z2f5v9UmnGN5gSeQnC5wOFAnTkLycxEKM3pxP7uuyGVpPfxfyfd1g7Akpke5pY6+aenj2BcoSIXWc0smubmjnk+ZlyYJPSzA+f43fEuApHEgK+bSMZFkFlSUtLvdr/fP+C+ob7GZrNRXFyc9zOVtEfT2NesxbJgYZ99xZ/6FOa5c8agVGIimOp1ZzToLheuz/xV38l2JhPFX/oSR8zyHk8GY113VDpNz3/+F4c/+Slee999NH3nh3TOm8+8dC/LEl1UGrGhBQHpNMaRw5nZ5CPs/epOKr56MMF1Lo07SsdFKHJlmpZruTVOnoR0psVRd7uxv+99YDHR+9jjJF57DdC4t3YWB8/10LDn9FVPbTObuK6siDvm+agpcXK+J86vD7XTeLidk4HIhB63OS7ap7OTd4LBIF6vN7c9GAz2mdgzktdMddGyCnzf+gdShw4Te+EF9OJi7CvfhXn2bFnGTohrLDZjNvo//jPuI2+Sbm5Cnz4d7Y47OWzz0ZmYuA8VMfaUUgSffpaW53dz5uZbiXzpWzjSSa5L9VAx1MAyyzAwDh+CeBytqoqRDBqOpxVfeD1ONK34sxrrxFmC0WxCq6hAtZ3HOH4cfe7czCp7RU4c730/8V0vE/nJTzDvf4Oq97ybu64v59tPH2HxjGJunHn1CVJmXWeOz8ksr4POcILTwRgvHvdjNenMK3Eyz+ekxGmZULPSx3UKI03TuFLxhvOarPGUSqJQrpYnU/LuiUKYjHVnLGTrq6aBSdNQCtKXfHZJfZ18RrPuKKUInGvn1J7XORszCNYsQFMKX7SHSquGVw2hS/xysVimBTMSQZs9B1xFwy5nIKH4m/1x3uwx+GS1hWrXBGjFvFw8gWpvBw206ZVoxW64EPilTpwk8corGJEI2uIbecx+HR1x+Maam1g6Z+ipnsKJFGdDMdp6EiTSBk6riVkeB5VuG+UuG5YRTrwabeMmyLw8sfrlv7e2ttLY2EhdXd2gX3Ml8qAUYnik7ggxPIWoO0opkmlFbzRO99k2Au1d+CNJgkVekkUutGQCd9tZSs2Kcm8R1uFGlsqA3l5UZyeqrR0sZrRZMzPJ14chmFD85nyK/zyRRAF/Om+CBphZqVRmxaNIBOx2NJ8PzeUGqwWVSpE8fJTUwQNEwhH+a9btHLN5+f1pOmtvnUPVgjlDXmnPUIpgNElHb4KuSIJYykAjM4mo1GnF67Dgtplx28w4LCZM4yQ9xbgJMgEefvhhvF4vwWCQrq6uvJV7tm7dyubNm2lpaRn0a66ku7sbr9fLqVOn5EEpxjW32z2uukek7oiJYiLWnSOBOIf98SGfW0vEKTpzElc8jD7cAEOBFomgpfqu8KMsllxr3WB1JDU2n7LSnswPJt/iTlE0gePLS2lKZQLyfiizGZVMYcRi7Em5CHNxopSOot5+hutNsYvbqqow37riipknsmIpg1DcIJYeegjnNGvUTnfisQ08catQdWdcBZnX0unTpyUVi5gQxluLodQdMVFMtLqjaRrf+vmLlM8YfP0yhXsLmu6qkCH5MX+U7/zubN42+3ifRV5gl/6/SaUVl8aEH15Szm1z8u/PXsMY1v9P3WTGfoU0hZf7/iN/x69/8G8D7i9U3ZmyQaZhGJw9e3bcfdMdjFAoxOzZs6Ul6RKT+T0Zb/focOrOZP7/Uwjy/gxsJO/NZKg7Y0nuy2trPL3fhbpHp+yocl3XmTVr1lgXY0QknUxf8p6MvpHUHfn/c2Xy/gxsMrw3E/W5Mxne+4lkMr3fk2RUhBBCCCGEGE8kyBRCCCGEEAUnQeYEZLPZ+OIXv4jNZhvroowb8p6Mb/L/58rk/RmYvDdjR977a2syvt9TduKPEEIIIYQYPdKSKYQQQgghCk6CTCGEEEIIUXASZIoJr7GxkTVr1ox1MYQQo+juu+8e6yIIIYZoyubJnKi2bt2a+/dg12mfrJqbm3niiScIBoO0traOdXHEAOSevbKHH34YgN27d1NdXT3opXGnkoaGBhobG8e6GFOK1FtRCNKSOYFs3bqVYDBIXV0ddXV1VFdXU19fP9bFGjO1tbVs3rxZWjjGMblnr6y+vp4NGzawYcMGtm/fTmtrq7TKX0a+RF57Um9HVzAYZOvWrQM+ux5++GG2bt3K1q1bc19CJyqZXT6B1NTUsGPHDqqrq3PbfD4fgUBgDEs19hoaGti0aRNNTU1jXRRxGblnBxYMBlm5ciU7d+7E6/UCmdb5ZcuW0dLSkveeTWVbt25l7dq1+Hw+5HF1bUi9HT3Nzc3s2bOHYDDIE0880ee5lQ0qsy3HjY2NbN++nS1btlzzshaCtGROENlv85c/eILBIM3NzWNUKiEGJvfs1bW2tua10mXfK2m5y2hubmb58uVjXYwpRert6Kqtrc21Dvdn06ZN1NXV5X5ftWpV3tCFiUaCzAlioIeO1+uVB5IYl+SevTKv10sgEKC2tja3Lfu+SCtmxp49e/LeHzH6pN6OndbWVoLBYK5n41ITdUyyBJkThN/v73d7SUnJgPuEGEtyzw7dli1bWLVqlQSZZIbBXNqiI64Nqbdj50oBfjAYvLaFKRCZXS6EEONAc3MzjY2NMrYYBmzNEWIqmsgBvgSZE0RJSUm/2/1+/4D7hBhLcs8OTX19PU1NTRJcAdu2baOlpSU3BrClpQXITIqorq5m9erVY1m8SU3q7fgzUQNMkCBzwsh2n13+DT8YDErXmhiX5J4dvPXr17NlyxYJMC+4vJu8tbWVrVu3Sq7Ga0Dq7dgZ6P2dyO+9jMmcILxeL9XV1f1+o5nqA+Mn8re8yUzu2cHZunUr9fX1eTPLZRZvvok6Hm0ikno7dqqrqwecYLVq1aoxKNHISZA5gdTX19PQ0JD7fevWrVN6dZDm5mbq6+vZvHkzzc3NrF+/fkKnepiM5J69soaGhlzKmMbGRhoaGti8efOEbbUYDdkgHGDNmjUTdpbtRCL1dvQN1DiycePGvHt8ok+Ak2TsE8zDDz+cm2nW1dUlFV+Me3LP9i8YDOLz+frdJx/LYqxJvR0dra2tNDQ08MQTT9Dc3MyGDRtYsWJF3jjj7NhjyCw3O5HfewkyhRBCCCFEwUl3uRBCCCGEKDgJMoUQQgghRMFJkCmEEEIIIQpOgkwhhBBCCFFwEmQKIYQQQoiCkyBTCCGEEEIUnASZQgghhBCi4CTIFEIIIYQQBWce6wKI8S8YDFJfX09jYyOtra2sWrUqt8Zqdkm8PXv2EAwG+12pZOvWrbS0tEzoVQvE1OPz+SgpKaG2tpaSkhIAtm3bRklJCatXryYYDOL3+2lsbKSuru6q93djYyObN2+msbGRpqYmWQdajLrs0rt79uxh+/bt12z965E+M8QkooQYpC1btihAtbS09NkXCARUbW1tbl9LS4uqq6tTdXV1yuv1qg0bNlzr4goxbNn7+XKAqqury9vW1NSkVq9ePejzAqqpqakg5RRiMAC1Y8eOa37doTwzxOQkLZmiILxeLxs3bqS1tZXq6mqqq6vZsmULAHv27Bnj0gkxNH6/n40bNw7q2Nra2tw6w1fj9XpHUCohhmc83neXPzPE5CRjMkXBrFq1itbW1rEuhhAjNtQHX2lp6SiWRojxJRgMFuQ88syY/KQlU4xIa2trbsyN1+u9ZmN+hBhNy5cvH1Lrz+rVq4HMUjwprgAABv9JREFUGLgnnniCmpoaIPMw3rBhw4CvCwaDVFVVEQwGWbVqFdu3b89dt7GxkebmZrxeL01NTaxfv57a2lqam5tZt24dra2t7Ny5M/eQ3r17N0CfsaENDQ34/X5KSkrw+/00NTWxZs0aqatT3GDu1ex4+tLSUlpaWli2bBklJSVs2rSJpqamYV338meG3W5n2bJlNDc309LSQkNDA7t37+buu++mrq4OGLguXHrO+vp6VqxYAVzsXWhoaGDDhg15Y1Mfe+yx3JjqdevWDTimulD1L/teb9myhWXLlhEMBvF6vdTV1dHQ0MCmTZtobm7Oq/+NjY2sWbOGkpISNm/enPt8mZDGur9eTBz9ja/ZsWPHVcf61NbWyphMMSnQz5jMrB07dqhVq1blbdu+fXuf8ZpcNiZz9erVfcZobt++vc+YUK/Xm1f3smUJBAJ5x2zfvj33e3Zs9KU2b948JuPzxNjxer15/88Hc69efg9u2bIl95rBjqMc7DMjO1Z58+bNSimlNmzYkLtvr1YXmpqa+tSN7N+SPV8WkFc/lFJq1apVfZ5Phap/2b+3uro6b9uGDRvUli1b8v72y9+TDRs25J17opLucjFkmzdvpr6+nvXr17NmzZqxLo4Q48L69eupr6/P27Z69WoaGxtpaGjo9zUPP/wwjz32WJ+Z5uvWreszJnTt2rV5rSRerzf3k7V8+fJciwpkWlAu746c0K0ioiAGc69u2bIlr7V71apVNDY2EgwGhzyG8mrPjMt7DTZv3pwb03+1urBmzRrq6uryypT9W652nYG2Far+Qf/vdfZ9zJ5n9erVub83q7S0dFyOpR0q6S4XQ1ZfX091dXXBxuUIMdFlg7nly5f32bdq1SqeeOKJPsHdmjVrWLFiRZ8HSXNzM8FgsE/guWzZsj4Pomz3YNbl51q1ahXr1q2jpqaG1atXc/fdd+fSyYipaTj36kgN9plx+T1/tbqQ7Xq/++67+5xruPd4IetftnyXv9eXDzVYv3593t+Q7T6fDCTIFMPm9Xqpr6+XgdtiystmUBio5eHyOrJp0yZWrFhBfX09dXV1ea/LnquxsTGXnxPIjc8aCq/Xy7Fjx6ivr6ehoYGHH36Y6upqmpqaJkUriRi6wd6ra9asyQuqGhsbc+Moh+tqz4xL7/dLyzpQXciep5BfmgpZ/7Llu9p7ln1ft27dSl1dHY2NjVccyz2RSJApRiSbrkiIqSxbB7KD+gfan7Vx40Zqa2vZsWMH69atY/v27X2OLUSLY3NzM7W1tblgobW1lfXr17Np0yZZHGGKGuy9umrVKpqamqivr6empoampqa8+3Qk1x/sfX21upAN4kbSq3b5awtZ/7KvH0y2irq6OrZs2dLnS+dEJ2MyhRBihLItEf2NA2tsbOzTnZd9iGzfvp2Ghoa812XP1dzc3O+5hqK1tTXvNdn8tf2dW0wNg71XGxoa2Lx5M5s3b84FQNc6+LlaXcgGrP39LYMNPC9vVS1k/cuWbzDnWr9+fW4W/Nq1a4d0nfFMgkwxZEP91hgMBmX8ppj0HnvsMTZt2pS3bevWrSxfvjyXiuVyXq+XDRs29JkM8dhjj/WZLNDa2nrVetRfXbu8xXKgMWxicrv0vhjsvbp169aCX3uorlYXtmzZwqZNm/Ku0djYiN/v73Ou5cuX5wWV2eDv8vIVsv71V77+hgtUV1fn8oZOppZM6S4XVxUMBtm0aVNu1uG6detYtWpVbhLBlV6TXad227ZtANTU1EyasSZiamhsbGTHjh25B1L2Xs6uWJJ9IKxevZrq6upc92L2obJjx47cebLd1uvXr2f9+vW5WbDBYJBly5axceNGVq9enTvX+vXrWbZsGUBuzfRszr1sHfP7/axdu5ZNmzaxZ8+e3Jiy7LXWrFnDww8/nCvn1XJ3ismjv3ulrq7uqvcqZLpvq6qq8oKt6upqVq9efdWhFkN5ZlxaL7LHXXr+K9UFyLQ87ty5k/r6+lwez4G65Lds2UJ9fX0ueK6urqa2tpZt27bh9/tzwwEKWf8uLV9NTU1uDff+np1r1qyZdMPPNKVkdXohhBBCZASDQdasWcPmzZtzs6yzDQbZmeKXz7Qeb5YtW8Z99903ob5QPfzwwxOqvIMh3eVCCCGEyNm2bRu1tbV5aXy8Xm9uEtlQxyaK/rW2tuaN15xM3eRZEmQKIYQQIiebeL0/DQ0NktC/QLZs2ZJrEW5oaBhw7PZEJt3lQgghhMjT2trKli1bcmubA7S0tLBixYpxHWS2trayefNmtm7dOugxpGMlO66zpqaG5cuX90kAPxlIkPn/t2fHNAAAAACC+re2hCekcBMAgJ1dDgDATmQCALATmQAA7EQmAAA7kQkAwE5kAgCwE5kAAOxEJgAAuwAOb9aYwB11KQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 690.742x600 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spearman_r = he_data2.corr(method='spearman').to_numpy()\n",
    "spearman_p = he_data2.corr(method=lambda x, y: spearmanr(x, y)[1]).to_numpy()\n",
    "\n",
    "# plt.figure(figsize=(2,2))\n",
    "plot1 = sns.pairplot(he_data2, hue=\"Gender\",\n",
    "                     markers=['D','s', 'o', 'p'],\n",
    "                     palette=default_palette,\n",
    "                     plot_kws={'alpha': 0.9},\n",
    "                    size=2)\n",
    "\n",
    "plot1._legend.remove()\n",
    "plot1.map\n",
    "axes = plot1.axes\n",
    "for i in range(2):\n",
    "    for j in range(i+1,3):\n",
    "        ax = axes[i][j]\n",
    "        r = spearman_r[i,j]\n",
    "        ax.annotate(r\"$\\rho$ = {:.2f}\".format(r), xy=(.6, .9), xycoords=ax.transAxes)\n",
    "plt.tight_layout()\n",
    "plt.savefig(f\"../graphs/pairplot_he.pdf\", dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8201d906",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.00000000e+00, 2.83629992e-01, 4.27667983e-03],\n",
       "       [2.83629992e-01, 1.00000000e+00, 1.25594319e-12],\n",
       "       [4.27667983e-03, 1.25594319e-12, 1.00000000e+00]])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spearman_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "43716e99",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_606174/3046544128.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  spearman_r = es_data2.corr(method='spearman').to_numpy()\n",
      "/tmp/ipykernel_606174/3046544128.py:2: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  spearman_p = es_data2.corr(method=lambda x, y: spearmanr(x, y)[1]).to_numpy()\n",
      "/lnet/work/people/limisiewicz/mt-tokenizer-bias/.virtualenv/lib/python3.10/site-packages/seaborn/axisgrid.py:2095: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 690.742x600 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spearman_r = es_data2.corr(method='spearman').to_numpy()\n",
    "spearman_p = es_data2.corr(method=lambda x, y: spearmanr(x, y)[1]).to_numpy()\n",
    "\n",
    "# plt.figure(figsize=(2,2))\n",
    "plot1 = sns.pairplot(es_data2, hue=\"Gender\",\n",
    "                     markers=['D','s', 'o', 'p'],\n",
    "                     palette=default_palette,\n",
    "                     plot_kws={'alpha': 0.9},\n",
    "                    size=2)\n",
    "\n",
    "plot1._legend.remove()\n",
    "plot1.map\n",
    "axes = plot1.axes\n",
    "for i in range(2):\n",
    "    for j in range(i+1,3):\n",
    "        ax = axes[i][j]\n",
    "        r = spearman_r[i,j]\n",
    "        ax.annotate(r\"$\\rho$ = {:.2f}\".format(r), xy=(.6, .9), xycoords=ax.transAxes)\n",
    "plt.tight_layout()\n",
    "plt.savefig(f\"../graphs/pairplot_es.pdf\", dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7d7305f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.00000000e+00, 2.96134065e-01, 2.37217361e-02],\n",
       "       [2.96134065e-01, 1.00000000e+00, 5.99135818e-06],\n",
       "       [2.37217361e-02, 5.99135818e-06, 1.00000000e+00]])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spearman_p"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b62c41a",
   "metadata": {},
   "source": [
    "### Conditional indepence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5801e433",
   "metadata": {},
   "outputs": [],
   "source": [
    "def check_dependence(data):\n",
    "    x = np.expand_dims(data[\"F1\"].to_numpy(), axis=1)\n",
    "    y = np.expand_dims(data[\"log Frequency\"].to_numpy(), axis=1)\n",
    "    z = np.expand_dims(data[\"Tokens\"].to_numpy(), axis=1)\n",
    "    \n",
    "    pval_d = fcit.test(x,y)\n",
    "    pval_i = fcit.test(x,y,z)\n",
    "    print(f\"Dependence p-value: {pval_d}\")\n",
    "    print(f\"Conditional independence p-value: {pval_i}\")\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "97812a27",
   "metadata": {},
   "outputs": [],
   "source": [
    "check_dependence(de_data2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d968d120",
   "metadata": {},
   "outputs": [],
   "source": [
    "check_dependence(he_data2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27d36357",
   "metadata": {},
   "source": [
    "## Save new data frames "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "0814a951",
   "metadata": {},
   "outputs": [],
   "source": [
    "de_data2.to_csv('../data/data_analysis_opus100_de_new.csv')\n",
    "he_data2.to_csv('../data/data_analysis_opus100_he_new.csv')\n",
    "es_data2.to_csv('../data/data_analysis_opus100_es_new.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dace4fd",
   "metadata": {},
   "source": [
    "## Correlation of $\\Delta$s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7ec51bd9",
   "metadata": {},
   "outputs": [],
   "source": [
    "corr1 = data.corr(method='spearman').to_numpy()\n",
    "\n",
    "plt.figure(figsize=(3.5,3.5))\n",
    "plot1 = sns.pairplot(data, kind='reg', hue=\"Language\")\n",
    "plot1.map\n",
    "axes = plot1.axes\n",
    "for i in range(2):\n",
    "    for j in range(i+1,3):\n",
    "        ax = axes[i][j]\n",
    "        r = corr1[i,j]\n",
    "        ax.annotate(r\"$\\rho$ = {:.2f}\".format(r), xy=(.7, .9), xycoords=ax.transAxes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6e5bc4e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "corr1 = de_data.corr(method='spearman').to_numpy()\n",
    "\n",
    "plt.figure(figsize=(3.5,3.5))\n",
    "plot1 = sns.pairplot(de_data, kind='reg')\n",
    "plot1.map\n",
    "axes = plot1.axes\n",
    "for i in range(2):\n",
    "    for j in range(i+1,3):\n",
    "        ax = axes[i][j]\n",
    "        r = corr1[i,j]\n",
    "        ax.annotate(r\"$\\rho$ = {:.2f}\".format(r), xy=(.7, .9), xycoords=ax.transAxes)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47a4285f",
   "metadata": {},
   "source": [
    "## corr1 = he_data.corr(method='spearman').to_numpy()\n",
    "\n",
    "plt.figure(figsize=(3.5,3.5))\n",
    "plot1 = sns.pairplot(he_data, kind='reg')\n",
    "plot1.map\n",
    "axes = plot1.axes\n",
    "for i in range(2):\n",
    "    for j in range(i+1,3):\n",
    "        ax = axes[i][j]\n",
    "        r = corr1[i,j]\n",
    "        ax.annotate(r\"$\\rho$ = {:.2f}\".format(r), xy=(.7, .9), xycoords=ax.transAxes)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
